
# Importing libraries
import pandas as pd
import plotly.express as px
import seaborn as sns
import matplotlib.pyplot as plt
import optuna
from sklearn.model_selection import train_test_split, GridSearchCV
from sklearn.linear_model import Lasso, Ridge
from sklearn.neural_network import MLPRegressor
from sklearn.metrics import mean_squared_error
import numpy as np
import warnings
warnings.filterwarnings('ignore')


df = pd.read_csv("Dataset_2.csv")


df.head()


def categorize_review(Rating):
    if Rating >= 5.0:
        return 'Excellent'
    elif Rating >= 4.0:
        return 'Good'
    elif Rating >= 3.0:
        return 'Average'
    else:
        return 'Poor'

df['Review'] = df['Rating'].apply(categorize_review)


# Printing information about the dataset
print("Dataset Information:")

# Using df.info() to display basic information about the DataFrame
# This includes the data types, non-null counts, and memory usage
# It's useful for understanding the dataset's structure and identifying missing values

print(df.info())

Dataset Information:
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1000 entries, 0 to 999
Data columns (total 15 columns):
 #   Column      Non-Null Count  Dtype 
---  ------      --------------  ----- 
 0   Invoice_ID  1000 non-null   int64 
 1   Date        1000 non-null   object
 2   Time        1000 non-null   object
 3   Gender      1000 non-null   object
 4   Location    1000 non-null   object
 5   City        1000 non-null   object
 6   Member      1000 non-null   object
 7   Category    1000 non-null   object
 8   Price       1000 non-null   int64 
 9   Quantity    1000 non-null   int64 
 10  Total       1000 non-null   int64 
 11  Cogs        1000 non-null   int64 
 12  Payment     1000 non-null   object
 13  Rating      1000 non-null   int64 
 14  Review      1000 non-null   object
dtypes: int64(6), object(9)
memory usage: 117.3+ KB
None


from textblob import TextBlob

# Assuming your DataFrame is named df, and the "Review" column contains the reviews
reviews = df['Review']

# Create a new column 'Sentiment' to store the sentiment polarity
df['Sentiment'] = reviews.apply(lambda x: TextBlob(str(x)).sentiment.polarity)

# Display the updated DataFrame with the sentiment column
print(df[['Review', 'Sentiment']])

        Review  Sentiment
0         Poor      -0.40
1      Average      -0.15
2    Excellent       1.00
3         Poor      -0.40
4         Good       0.70
..         ...        ...
995    Average      -0.15
996    Average      -0.15
997    Average      -0.15
998  Excellent       1.00
999    Average      -0.15

[1000 rows x 2 columns]

df


df.describe().columns

Index(['Invoice_ID', 'Price', 'Quantity', 'Total', 'Cogs', 'Rating',
       'Sentiment'],
      dtype='object')


# Displaying missing values count for each column
print("\nMissing Values:")
print(df.isnull().sum())

# Creating a heatmap using Plotly
fig = px.imshow(df.isnull(), 
                labels=dict(color="Missing Values"),
                color_continuous_scale='viridis',
                title='Missing Values Heatmap')

# Updating layout for better display
fig.update_layout(width=800, height=500, coloraxis_showscale=False)

# Showing the interactive plot
fig.show()

Missing Values:
Invoice_ID    0
Date          0
Time          0
Gender        0
Location      0
City          0
Member        0
Category      0
Price         0
Quantity      0
Total         0
Cogs          0
Payment       0
Rating        0
Review        0
Sentiment     0
dtype: int64


# Displaying unique values count for each categorical column
print("\nUnique Values in Categorical Columns:")
for col in df.select_dtypes(include='object').columns:
    print(f"{col}: {df[col].nunique()} unique values")

Unique Values in Categorical Columns:
Date: 89 unique values
Time: 506 unique values
Gender: 2 unique values
Location: 3 unique values
City: 3 unique values
Member: 2 unique values
Category: 6 unique values
Payment: 3 unique values
Review: 4 unique values


city_counts = df['City'].value_counts()


# Visualizing City-wise Sales Distribution
city_counts = df['City'].value_counts()
fig_city = px.bar(x=city_counts.index, y=city_counts.values, text=city_counts.values,
                  labels={'x': 'City', 'y': 'Count'},
                  title='City-wise Sales Distribution')
fig_city.update_traces(texttemplate='%{text}', textposition='outside')
fig_city.show()


df['Member'].value_counts()

Yes    501
No     499
Name: Member, dtype: int64


# Visualizing Member Type Distribution
member_counts = df['Member'].value_counts()
fig_member_counts = px.pie(member_counts, names=member_counts.index,
                           title='Member Type Distribution')
fig_member_counts.show()


df['Category'].value_counts()

Sporting     178
Groceries    174
Clothing     170
Books        165
Furniture    160
Fashion      153
Name: Category, dtype: int64


# Visualizing Category wise Sales Distribution
category_counts = df['Category'].value_counts()
fig_category_counts = px.bar(x=category_counts.index, y=category_counts.values, text=category_counts.values,
                          labels={'x': 'Category', 'y': 'Count'},
                          title='Category-wise Sales Distribution')
fig_category_counts.update_traces(texttemplate='%{text}', textposition='outside')
fig_category_counts.show()


df['Gender'].value_counts()

Female    501
Male      499
Name: Gender, dtype: int64


# Visualizing Gender Distribution
gender_counts = df['Gender'].value_counts()
fig_gender = px.pie(gender_counts, names=gender_counts.index, title='Gender Distribution')
fig_gender.show()


df['Location'].value_counts()

Brookfield       340
'Park lane'      332
'Water tower'    328
Name: Location, dtype: int64


# Visualizing Location-wise Sales Distribution
location_counts = df['Location'].value_counts()
fig_location = px.bar(x=location_counts.index, y=location_counts.values, text=location_counts.values,
                    labels={'x': 'Location', 'y': 'Count'},
                    title='Location-wise Sales Distribution')
fig_location.update_traces(texttemplate='%{text}', textposition='outside')
fig_location.show()


print(df.columns)

Index(['Invoice_ID', 'Date', 'Time', 'Gender', 'Location', 'City', 'Member',
       'Category', 'Price', 'Quantity', 'Total', 'Cogs', 'Payment', 'Rating',
       'Review', 'Sentiment'],
      dtype='object')


# Drop irrelevant columns
df = df.drop(["Invoice_ID", "Date", "Time","Review"], axis=1)

# Handling missing values
# Impute numerical features with mean and categorical features with mode
df.fillna(df.mean(numeric_only=True), inplace=True)
df.fillna(df.mode().iloc[0], inplace=True)


# Convert categorical variables to numerical using label encoding
from sklearn.preprocessing import LabelEncoder

label_encoder = LabelEncoder()
df['City'] = label_encoder.fit_transform(df['City'])
df['Member'] = label_encoder.fit_transform(df['Member'])
df['Gender'] = label_encoder.fit_transform(df['Gender'])
df['Location'] = label_encoder.fit_transform(df['Location'])
df['Category'] = label_encoder.fit_transform(df['Category'])
df['Payment'] = label_encoder.fit_transform(df['Payment'])


# Display the preprocessed data
print("Preprocessed Data Preview:")
df.head()

Preprocessed Data Preview:


# Scatter plot between "price" and "Total" using Plotly
scatter_plot = px.scatter(df, x="Price", y="Total", title="Scatter Plot: Price vs. Total Sales",
                          labels={"Price": "Price", "Total": "Total Sales"})
scatter_plot.show()


# Scatter plot between "Quantity" and "Total" using Plotly
scatter_plot = px.scatter(df, x="Quantity", y="Total", title="Scatter Plot: Quantity vs. Total Sales",
                          labels={"Quantity": "Quantity", "Total": "Total Sales"})
scatter_plot.show()


# Specify the numerical columns for outlier detection
numerical_columns = df.select_dtypes(include=['float64']).columns

# Function to detect and handle outliers using IQR
def handle_outliers(dataframe, columns):
    for column in columns:
        # Calculate the IQR (Interquartile Range)
        Q1 = dataframe[column].quantile(0.25)
        Q3 = dataframe[column].quantile(0.75)
        IQR = Q3 - Q1

        # Define the upper and lower bounds
        lower_bound = Q1 - 1.5 * IQR
        upper_bound = Q3 + 1.5 * IQR

        # Identify and handle outliers by capping them at the bounds
        dataframe[column] = dataframe[column].apply(lambda x: lower_bound if x < lower_bound else (upper_bound if x > upper_bound else x))

# Apply outlier detection and handling
handle_outliers(df, numerical_columns)


# Visualizing the distribution of numerical variables using a pair plot
# The seaborn library's pairplot is used to create scatterplots for numerical variables
sns.pairplot(df[['Price', 'Quantity', 'Rating', 'Total']])
plt.show()


df.corr()


# Visualizing the correlation matrix using a heatmap
# The seaborn library's heatmap is used with correlation values annotated
correlation_matrix = df.corr()

# Set the size of the plot
plt.figure(figsize=(15, 12))  # Adjust the values as needed

# Create the heatmap with annotated correlation values
sns.heatmap(correlation_matrix, annot=True, cmap="coolwarm")

# Display the plot
plt.show()


# Visualizing sales distribution by Category using a boxplot
plt.figure(figsize=(12, 6))
sns.boxplot(x="Category", y="Total", data=df)
plt.title("Sales Distribution by Category")
plt.show()


# Distribution of Numerical Features
fig_dist_numerical = px.histogram(df, x="Price", title="Distribution of Price")
fig_dist_numerical.update_layout(bargap=0.1)
fig_dist_numerical.update_xaxes(title_text="Price")
fig_dist_numerical.update_yaxes(title_text="Count")
fig_dist_numerical.show()


# Correlation Analysis - Scatter Matrix
fig_scatter_matrix = px.scatter_matrix(df, dimensions=["Price", "Quantity", "Rating", "Total"],
                                      title="Scatter Matrix of Numerical Features")

# Manually set diagonal_visible to False for each subplot
for i in range(len(fig_scatter_matrix.data)):
    fig_scatter_matrix.update_traces(diagonal_visible=False, selector=dict(type='scatter', row=i, col=i))

fig_scatter_matrix.show()


from sklearn.model_selection import train_test_split, GridSearchCV
from sklearn.linear_model import Lasso, Ridge
from sklearn.metrics import mean_squared_error, mean_absolute_error
import numpy as np
import time

# Define features (X) and target variable (y)
# Hybrid the models with Sentimental analysis column
X = df.drop("Total", axis=1)
X['Sentiment'] = df['Sentiment']
y = df["Total"]

# Train-test split
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)

# Modeling - Lasso Regression
lasso_model = Lasso()
lasso_params = {'alpha': [0.001, 0.01, 0.1, 1, 10, 100]}
lasso_grid = GridSearchCV(lasso_model, lasso_params, cv=5)

# Training time for Lasso Regression
start_time = time.time()
lasso_grid.fit(X_train, y_train)
lasso_best = lasso_grid.best_estimator_
lasso_training_time = time.time() - start_time

# Testing time for Lasso Regression
start_time = time.time()
lasso_pred = lasso_best.predict(X_test)
lasso_testing_time = time.time() - start_time

# Modeling - Ridge Regression
ridge_model = Ridge()
ridge_params = {'alpha': [0.001, 0.01, 0.1, 1, 10, 100]}
ridge_grid = GridSearchCV(ridge_model, ridge_params, cv=5)

# Training time for Ridge Regression
start_time = time.time()
ridge_grid.fit(X_train, y_train)
ridge_best = ridge_grid.best_estimator_
ridge_training_time = time.time() - start_time

# Testing time for Ridge Regression
start_time = time.time()
ridge_pred = ridge_best.predict(X_test)
ridge_testing_time = time.time() - start_time

# Evaluate models
lasso_rmse = np.sqrt(mean_squared_error(y_test, lasso_pred))
ridge_rmse = np.sqrt(mean_squared_error(y_test, ridge_pred))

lasso_mae = mean_absolute_error(y_test, lasso_pred)
ridge_mae = mean_absolute_error(y_test, ridge_pred)

print(f"Lasso Regression RMSE: {lasso_rmse}")
print(f"Lasso Regression MAE: {lasso_mae}")
print(f"Lasso Regression Training Time: {lasso_training_time} seconds")
print(f"Lasso Regression Testing Time: {lasso_testing_time} seconds")
print(f"Ridge Regression RMSE: {ridge_rmse}")
print(f"Ridge Regression MAE: {ridge_mae}")
print(f"Ridge Regression Training Time: {ridge_training_time} seconds")
print(f"Ridge Regression Testing Time: {ridge_testing_time} seconds")

Lasso Regression RMSE: 0.0003160410482472506
Lasso Regression MAE: 0.0002550297756469444
Lasso Regression Training Time: 0.04873394966125488 seconds
Lasso Regression Testing Time: 0.0003581047058105469 seconds
Ridge Regression RMSE: 2.429760316019329e-08
Ridge Regression MAE: 1.857718896491889e-08
Ridge Regression Training Time: 0.0364229679107666 seconds
Ridge Regression Testing Time: 0.0003039836883544922 seconds


# Plotting Lasso Regression
plt.figure(figsize=(10, 6))
plt.scatter(y_test, lasso_pred, color='blue', label='Lasso Regression')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], linestyle='--', color='red', label='Perfect Prediction')
plt.title('Lasso Regression: Actual vs Predicted')
plt.xlabel('Actual Total')
plt.ylabel('Predicted Total')
plt.legend()
plt.show()

# Plotting Ridge Regression
plt.figure(figsize=(10, 6))
plt.scatter(y_test, ridge_pred, color='green', label='Ridge Regression')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], linestyle='--', color='red', label='Perfect Prediction')
plt.title('Ridge Regression: Actual vs Predicted')
plt.xlabel('Actual Total')
plt.ylabel('Predicted Total')
plt.legend()
plt.show()


from sklearn.model_selection import train_test_split
from sklearn.preprocessing import StandardScaler
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense
from tensorflow.keras.optimizers import Adam
from sklearn.metrics import mean_squared_error, mean_absolute_error
import numpy as np
import time

# Define features (X) and target variable (y)
X = df.drop("Total", axis=1)
X['Sentiment'] = df['Sentiment']
y = df["Total"]

# Train-test split
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)

# Standardize the data
scaler = StandardScaler()
X_train_scaled = scaler.fit_transform(X_train)
X_test_scaled = scaler.transform(X_test)

# Build a Sequential model
model = Sequential()
model.add(Dense(64, input_dim=X_train_scaled.shape[1], activation='relu'))
model.add(Dense(32, activation='relu'))
model.add(Dense(1, activation='linear'))

# Compile the model
model.compile(optimizer=Adam(learning_rate=0.001), loss='mean_squared_error')

# Training time for Neural Network
start_time = time.time()
model.fit(X_train_scaled, y_train, epochs=50, batch_size=32, validation_split=0.2, verbose=0)
nn_training_time = time.time() - start_time

# Testing time for Neural Network
start_time = time.time()
nn_pred = model.predict(X_test_scaled).flatten()
nn_testing_time = time.time() - start_time

# Evaluate the model
nn_rmse = np.sqrt(mean_squared_error(y_test, nn_pred))
nn_mae = mean_absolute_error(y_test, nn_pred)

print(f"Neural Network RMSE: {nn_rmse}")
print(f"Neural Network MAE: {nn_mae}")
print(f"Neural Network Training Time: {nn_training_time} seconds")
print(f"Neural Network Testing Time: {nn_testing_time} seconds")

WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.

7/7 [==============================] - 0s 469us/step
Neural Network RMSE: 24.83630521193582
Neural Network MAE: 19.946934275627136
Neural Network Training Time: 1.0506041049957275 seconds
Neural Network Testing Time: 0.05163311958312988 seconds


def plot_feature_importance(model, feature_names, title):
    importance = model.coef_  
    feature_importance = pd.Series(importance, index=feature_names)
    feature_importance = feature_importance.sort_values(ascending=False)

    plt.figure(figsize=(10, 6))
    feature_importance.plot(kind='bar')
    plt.title(title)
    plt.show()

plot_feature_importance(lasso_best, X.columns, 'Lasso Model - Feature Importance')
plot_feature_importance(ridge_best, X.columns, 'Ridge Model - Feature Importance')


import optuna
from sklearn.model_selection import train_test_split
from sklearn.linear_model import Lasso, Ridge
from sklearn.neural_network import MLPRegressor
from sklearn.metrics import mean_squared_error, mean_absolute_error
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense
from tensorflow.keras.optimizers import Adam
import numpy as np
import time


# Lasso Regression
def lasso_objective(trial):
    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
    lasso = Lasso(alpha=trial.suggest_loguniform('alpha', 1e-5, 1e2))
    start_time = time.time()
    lasso.fit(X_train, y_train)
    lasso_training_time = time.time() - start_time
    y_pred = lasso.predict(X_test)
    lasso_testing_time = time.time() - start_time
    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    return rmse, mae, lasso_training_time, lasso_testing_time

# Ridge Regression
def ridge_objective(trial):
    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
    ridge = Ridge(alpha=trial.suggest_loguniform('alpha', 1e-5, 1e2))
    start_time = time.time()
    ridge.fit(X_train, y_train)
    ridge_training_time = time.time() - start_time
    y_pred = ridge.predict(X_test)
    ridge_testing_time = time.time() - start_time
    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    return rmse, mae, ridge_training_time, ridge_testing_time

# Define the Optuna objective function
def nn_objective(trial):
    start_time = time.time()
    # Hyperparameters to be optimized
    n_units_1 = trial.suggest_int('n_units_1', 10, 100)
    n_units_2 = trial.suggest_int('n_units_2', 10, 100)
    learning_rate = trial.suggest_loguniform('learning_rate', 1e-5, 1e-2)

    # Build the model
    model = Sequential()
    model.add(Dense(n_units_1, input_dim=X_train_scaled.shape[1], activation='relu'))
    model.add(Dense(n_units_2, activation='relu'))
    model.add(Dense(1, activation='linear'))

    # Compile the model
    model.compile(optimizer=Adam(learning_rate=learning_rate), loss='mean_squared_error')

    # Train the model
    model.fit(X_train_scaled, y_train, epochs=50, batch_size=32, validation_split=0.2, verbose=0)
    
    nn_training_time = time.time() - start_time

    # Make predictions on the test set
    start_time = time.time()
    nn_pred = model.predict(X_test_scaled).flatten()
    nn_testing_time = time.time() - start_time

    # Evaluate the model
    nn_rmse = np.sqrt(mean_squared_error(y_test, nn_pred))
    nn_mae = mean_absolute_error(y_test, nn_pred)

    return nn_rmse, nn_mae, nn_training_time, nn_testing_time


# Create the Optuna study for Lasso
lasso_study = optuna.create_study(directions=['minimize', 'minimize', 'minimize', 'minimize'])
lasso_study.optimize(lasso_objective, n_trials=100)
best_lasso_trials = lasso_study.best_trials  # Use best_trials instead of best_params
best_lasso_params = best_lasso_trials[0].params
best_lasso_alpha = best_lasso_params['alpha']
lasso_rmse, lasso_mae, lasso_training_time, lasso_testing_time = best_lasso_trials[0].values

# Create the Optuna study for Ridge
ridge_study = optuna.create_study(directions=['minimize', 'minimize', 'minimize', 'minimize'])
ridge_study.optimize(ridge_objective, n_trials=100)
best_ridge_trials = ridge_study.best_trials
best_ridge_params = best_ridge_trials[0].params
best_ridge_alpha = best_ridge_params['alpha']
ridge_rmse, ridge_mae, ridge_training_time, ridge_testing_time = best_ridge_trials[0].values

# Create the Optuna study for Neural Network
nn_study = optuna.create_study(directions=['minimize', 'minimize', 'minimize', 'minimize'])
nn_study.optimize(nn_objective, n_trials=100)
best_nn_trials = nn_study.best_trials
best_nn_params = best_nn_trials[0].params
best_nn_rmse, best_nn_mae, nn_training_time, nn_testing_time = best_nn_trials[0].values

# Print or use the extracted values as needed
print("Best Lasso Params:", best_lasso_params)
print("Best Lasso Alpha:", best_lasso_alpha)
print("Lasso RMSE:", lasso_rmse)
print("Lasso MAE:", lasso_mae)
print("Lasso Training Time:", lasso_training_time)
print("Lasso Testing Time:", lasso_testing_time)

print("Best Ridge Params:", best_ridge_params)
print("Best Ridge Alpha:", best_ridge_alpha)
print("Ridge RMSE:", ridge_rmse)
print("Ridge MAE:", ridge_mae)
print("Ridge Training Time:", ridge_training_time)
print("Ridge Testing Time:", ridge_testing_time)

print("Best Neural Network Params:", best_nn_params)
print("Best Neural Network RMSE:", best_nn_rmse)
print("Best Neural Network MAE:", best_nn_mae)
print("Neural Network Training Time:", nn_training_time)
print("Neural Network Testing Time:", nn_testing_time)

[I 2023-12-30 08:37:30,535] A new study created in memory with name: no-name-0fbcb25b-f526-4b0e-ae1c-7c1d963a90d2
[I 2023-12-30 08:37:30,555] Trial 0 finished with values: [0.00027112077098003325, 0.00020283838213158823, 0.008912801742553711, 0.010336875915527344] and parameters: {'alpha': 3.041620465335698e-05}. 
[I 2023-12-30 08:37:30,568] Trial 1 finished with values: [0.0004731855497692896, 0.00039109794743783064, 0.0048639774322509766, 0.007658958435058594] and parameters: {'alpha': 0.07856494667601356}. 
[I 2023-12-30 08:37:30,580] Trial 2 finished with values: [0.0012795349305857401, 0.001031473573765692, 0.006132841110229492, 0.007370948791503906] and parameters: {'alpha': 0.007185077454530179}. 
[I 2023-12-30 08:37:30,586] Trial 3 finished with values: [0.0008910530583021465, 0.0007364743541527651, 0.0021581649780273438, 0.0029671192169189453] and parameters: {'alpha': 0.14794521101207792}. 
[I 2023-12-30 08:37:30,589] Trial 4 finished with values: [0.0006692241218152119, 0.000499634628441491, 0.0015869140625, 0.0019719600677490234] and parameters: {'alpha': 0.00012783945719960332}. 
[I 2023-12-30 08:37:30,592] Trial 5 finished with values: [0.0004455645875808781, 0.0003280985153699689, 0.001744985580444336, 0.002096891403198242] and parameters: {'alpha': 0.00040795573779611293}. 
[I 2023-12-30 08:37:30,596] Trial 6 finished with values: [0.00024872098047548045, 0.00019386641301660679, 0.001676797866821289, 0.002032756805419922] and parameters: {'alpha': 1.0738942642427166e-05}. 
[I 2023-12-30 08:37:30,600] Trial 7 finished with values: [0.002867412421827346, 0.0023699775134482493, 0.0015590190887451172, 0.0025551319122314453] and parameters: {'alpha': 0.47608830008175923}. 
[I 2023-12-30 08:37:30,612] Trial 8 finished with values: [0.00016602516688734385, 0.0001337702912299843, 0.0050868988037109375, 0.007422924041748047] and parameters: {'alpha': 0.0011130826083185113}. 
[I 2023-12-30 08:37:30,624] Trial 9 finished with values: [0.06274204308997766, 0.05185763657127531, 0.006265163421630859, 0.007043123245239258] and parameters: {'alpha': 10.417319954034728}. 
[I 2023-12-30 08:37:30,631] Trial 10 finished with values: [0.0005687953604134068, 0.00042496313540663853, 0.0030519962310791016, 0.0040209293365478516] and parameters: {'alpha': 6.793644414156029e-05}. 
[I 2023-12-30 08:37:30,636] Trial 11 finished with values: [0.2820122024104497, 0.23308909912757475, 0.002463102340698242, 0.0028312206268310547] and parameters: {'alpha': 46.82364804790426}. 
[I 2023-12-30 08:37:30,643] Trial 12 finished with values: [0.00023476517074396682, 0.0001802771350957666, 0.0032181739807128906, 0.0044460296630859375] and parameters: {'alpha': 1.4516264782186141e-05}. 
[I 2023-12-30 08:37:30,649] Trial 13 finished with values: [0.007917184012141896, 0.0065437214178821115, 0.001989126205444336, 0.002610921859741211] and parameters: {'alpha': 1.3145226857069967}. 
[I 2023-12-30 08:37:30,652] Trial 14 finished with values: [0.0004396308168418197, 0.0003234410978382174, 0.0013210773468017578, 0.0016880035400390625] and parameters: {'alpha': 0.0004138494820842951}. 
[I 2023-12-30 08:37:30,655] Trial 15 finished with values: [0.0002443601856055705, 0.00018972834152723107, 0.001508951187133789, 0.001828908920288086] and parameters: {'alpha': 1.184461141644836e-05}. 
[I 2023-12-30 08:37:30,658] Trial 16 finished with values: [0.005857249311151565, 0.004841141459951565, 0.0010349750518798828, 0.0013790130615234375] and parameters: {'alpha': 0.9725032389712593}. 
[I 2023-12-30 08:37:30,661] Trial 17 finished with values: [0.0013237000855612585, 0.0010940663482681323, 0.001132965087890625, 0.0014538764953613281] and parameters: {'alpha': 0.2197793797504}. 
[I 2023-12-30 08:37:30,665] Trial 18 finished with values: [0.00024168939327219897, 0.00019976143749736552, 0.001981019973754883, 0.002674102783203125] and parameters: {'alpha': 0.040128685887062664}. 
[I 2023-12-30 08:37:30,669] Trial 19 finished with values: [0.1357802662788929, 0.11222528555763098, 0.0013570785522460938, 0.0017161369323730469] and parameters: {'alpha': 22.544157117143655}. 
[I 2023-12-30 08:37:30,673] Trial 20 finished with values: [0.0003079140127837824, 0.0002304271752264009, 0.002223968505859375, 0.002603769302368164] and parameters: {'alpha': 3.374412383999519e-05}. 
[I 2023-12-30 08:37:30,677] Trial 21 finished with values: [0.0002464717258150565, 0.00020371413732940823, 0.0018661022186279297, 0.0022101402282714844] and parameters: {'alpha': 0.040922716268153636}. 
[I 2023-12-30 08:37:30,680] Trial 22 finished with values: [0.0004523312053560783, 0.0003515807922697556, 0.0014719963073730469, 0.0017859935760498047] and parameters: {'alpha': 0.025031056117936844}. 
[I 2023-12-30 08:37:30,682] Trial 23 finished with values: [0.006713297448870178, 0.005548683500774547, 0.0010218620300292969, 0.0013461112976074219] and parameters: {'alpha': 1.1146364387769276}. 
[I 2023-12-30 08:37:30,685] Trial 24 finished with values: [0.0006470018366448206, 0.00048367978711833626, 0.001493215560913086, 0.001844167709350586] and parameters: {'alpha': 7.423452205168829e-05}. 
[I 2023-12-30 08:37:30,688] Trial 25 finished with values: [0.0022168069154951345, 0.001832238188478894, 0.0010581016540527344, 0.0014040470123291016] and parameters: {'alpha': 0.3680655869290969}. 
[I 2023-12-30 08:37:30,691] Trial 26 finished with values: [0.0004417767344230548, 0.00032511410999047196, 0.0013110637664794922, 0.0016481876373291016] and parameters: {'alpha': 0.0004117130079574851}. 
[I 2023-12-30 08:37:30,694] Trial 27 finished with values: [0.03367839689427453, 0.027835913215988883, 0.0009400844573974609, 0.0012919902801513672] and parameters: {'alpha': 5.591763014209131}. 
[I 2023-12-30 08:37:30,697] Trial 28 finished with values: [0.4262065010767118, 0.35226876188037104, 0.0007891654968261719, 0.001074075698852539] and parameters: {'alpha': 70.76482163384685}. 
[I 2023-12-30 08:37:30,699] Trial 29 finished with values: [0.00048063005351286884, 0.0003551787425078978, 0.00136566162109375, 0.0016727447509765625] and parameters: {'alpha': 0.00037427381729600165}. 
[I 2023-12-30 08:37:30,703] Trial 30 finished with values: [0.00048367510390977985, 0.0003997677876206862, 0.0013811588287353516, 0.0018129348754882812] and parameters: {'alpha': 0.08030657057035945}. 
[I 2023-12-30 08:37:30,705] Trial 31 finished with values: [0.000429577347123375, 0.00031557308973832466, 0.0011839866638183594, 0.001466989517211914] and parameters: {'alpha': 0.00042393764748220077}. 
[I 2023-12-30 08:37:30,708] Trial 32 finished with values: [0.000792924493271666, 0.0006377916380184101, 0.0010917186737060547, 0.0013780593872070312] and parameters: {'alpha': 0.007799271766578365}. 
[I 2023-12-30 08:37:30,711] Trial 33 finished with values: [0.00015816173620398247, 0.00012751851735658625, 0.0013608932495117188, 0.0016448497772216797] and parameters: {'alpha': 0.000833544273271815}. 
[I 2023-12-30 08:37:30,713] Trial 34 finished with values: [0.00039495352453179357, 0.0002955699579973825, 0.0013918876647949219, 0.0016760826110839844] and parameters: {'alpha': 4.341710580784927e-05}. 
[I 2023-12-30 08:37:30,715] Trial 35 finished with values: [0.052889614796807656, 0.04371439448655314, 0.0009489059448242188, 0.0012297630310058594] and parameters: {'alpha': 8.78148068582667}. 
[I 2023-12-30 08:37:30,718] Trial 36 finished with values: [0.00044804977220113805, 0.0003352686702221974, 0.0012979507446289062, 0.0015988349914550781] and parameters: {'alpha': 4.851230058891675e-05}. 
[I 2023-12-30 08:37:30,720] Trial 37 finished with values: [0.4361158438408669, 0.36045904498904774, 0.0007648468017578125, 0.0010559558868408203] and parameters: {'alpha': 72.41011064619832}. 
[I 2023-12-30 08:37:30,723] Trial 38 finished with values: [0.0006821633259765234, 0.000509395984362544, 0.0014231204986572266, 0.0017132759094238281] and parameters: {'alpha': 0.00011866946098077448}. 
[I 2023-12-30 08:37:30,726] Trial 39 finished with values: [0.00047291926039281314, 0.0003493051049809703, 0.0017862319946289062, 0.0021402835845947266] and parameters: {'alpha': 0.0003815737889987993}. 
[I 2023-12-30 08:37:30,729] Trial 40 finished with values: [0.0013546683959065194, 0.0011196623171609477, 0.0010120868682861328, 0.0013072490692138672] and parameters: {'alpha': 0.2249211759236829}. 
[I 2023-12-30 08:37:30,731] Trial 41 finished with values: [0.1367312294823807, 0.11301127692435115, 0.0010349750518798828, 0.0014128684997558594] and parameters: {'alpha': 22.702049456436175}. 
[I 2023-12-30 08:37:30,734] Trial 42 finished with values: [0.0005693198195286347, 0.0004238801036695372, 0.0013909339904785156, 0.0017008781433105469] and parameters: {'alpha': 0.00020410486539563895}. 
[I 2023-12-30 08:37:30,737] Trial 43 finished with values: [0.0014730700416094994, 0.0012175238022176993, 0.0009160041809082031, 0.0012238025665283203] and parameters: {'alpha': 0.2445798890571332}. 
[I 2023-12-30 08:37:30,739] Trial 44 finished with values: [0.00048389188001915116, 0.00035859245663776186, 0.0012371540069580078, 0.0015192031860351562] and parameters: {'alpha': 0.0002760710934851631}. 
[I 2023-12-30 08:37:30,741] Trial 45 finished with values: [0.0006016332999136733, 0.00048515888925077856, 0.0011262893676757812, 0.0014312267303466797] and parameters: {'alpha': 0.002909089525479402}. 
[I 2023-12-30 08:37:30,744] Trial 46 finished with values: [0.0002478464220936162, 0.00019434330149595947, 0.00092315673828125, 0.0011990070343017578] and parameters: {'alpha': 0.03351729119307699}. 
[I 2023-12-30 08:37:30,747] Trial 47 finished with values: [0.00023497451527134612, 0.00018964185620891526, 0.001856088638305664, 0.0022089481353759766] and parameters: {'alpha': 0.0006746130041743043}. 
[I 2023-12-30 08:37:30,750] Trial 48 finished with values: [0.0002549356380019973, 0.00021070974124523856, 0.0012121200561523438, 0.0015609264373779297] and parameters: {'alpha': 0.042328014484623165}. 
[I 2023-12-30 08:37:30,753] Trial 49 finished with values: [0.0002398582006685655, 0.00018539032439998104, 0.0013427734375, 0.001628875732421875] and parameters: {'alpha': 1.3051078283184926e-05}. 
[I 2023-12-30 08:37:30,760] Trial 50 finished with values: [0.24551702446948434, 0.20292505630938265, 0.001020193099975586, 0.0013120174407958984] and parameters: {'alpha': 40.76420326945639}. 
[I 2023-12-30 08:37:30,763] Trial 51 finished with values: [0.0006422437898867817, 0.00047976227356714475, 0.0014295578002929688, 0.001714944839477539] and parameters: {'alpha': 7.826593298402872e-05}. 
[I 2023-12-30 08:37:30,765] Trial 52 finished with values: [0.02099563546434046, 0.017353340437628737, 0.0008790493011474609, 0.0011670589447021484] and parameters: {'alpha': 3.485991872413852}. 
[I 2023-12-30 08:37:30,768] Trial 53 finished with values: [0.0002860236349429902, 0.00023037390278951908, 0.0013217926025390625, 0.001603841781616211] and parameters: {'alpha': 0.002121486863701405}. 
[I 2023-12-30 08:37:30,770] Trial 54 finished with values: [0.0014910724228893077, 0.001232403154243118, 0.0010139942169189453, 0.0012867450714111328] and parameters: {'alpha': 0.24756889860304035}. 
[I 2023-12-30 08:37:30,772] Trial 55 finished with values: [0.4471338460445843, 0.369565658766395, 0.000823974609375, 0.0011029243469238281] and parameters: {'alpha': 74.23947495372894}. 
[I 2023-12-30 08:37:30,774] Trial 56 finished with values: [0.007409932635547704, 0.006124467338123433, 0.0008420944213867188, 0.0011830329895019531] and parameters: {'alpha': 1.2303016494310581}. 
[I 2023-12-30 08:37:30,777] Trial 57 finished with values: [0.0004125213915645997, 0.00030199003867139917, 0.0014879703521728516, 0.0017819404602050781] and parameters: {'alpha': 0.00044138857693467237}. 
[I 2023-12-30 08:37:30,779] Trial 58 finished with values: [0.3393790080924523, 0.2805039873556441, 0.0006949901580810547, 0.0009760856628417969] and parameters: {'alpha': 56.3484951854649}. 
[I 2023-12-30 08:37:30,782] Trial 59 finished with values: [0.0005012375029560387, 0.0003744783004471153, 0.0013890266418457031, 0.00168609619140625] and parameters: {'alpha': 6.075788420287861e-05}. 
[I 2023-12-30 08:37:30,788] Trial 60 finished with values: [0.0006806550895078624, 0.0005082593975638772, 0.004144191741943359, 0.00449824333190918] and parameters: {'alpha': 0.00011970952238142397}. 
[I 2023-12-30 08:37:30,790] Trial 61 finished with values: [0.0006165068626001504, 0.0004949968890187395, 0.0012750625610351562, 0.0015790462493896484] and parameters: {'alpha': 0.008022730696845407}. 
[I 2023-12-30 08:37:30,793] Trial 62 finished with values: [0.06560448855419605, 0.05422350878834282, 0.0015108585357666016, 0.001867055892944336] and parameters: {'alpha': 10.892583569675113}. 
[I 2023-12-30 08:37:30,796] Trial 63 finished with values: [0.00024177107646882308, 0.0001872522974787849, 0.001402139663696289, 0.0017123222351074219] and parameters: {'alpha': 1.252905754141627e-05}. 
[I 2023-12-30 08:37:30,799] Trial 64 finished with values: [0.07707748456190287, 0.06370618464730753, 0.000949859619140625, 0.001260995864868164] and parameters: {'alpha': 12.797492373366692}. 
[I 2023-12-30 08:37:30,801] Trial 65 finished with values: [0.002313636518791345, 0.0019122699204657213, 0.0008590221405029297, 0.0011448860168457031] and parameters: {'alpha': 0.3841426049690942}. 
[I 2023-12-30 08:37:30,803] Trial 66 finished with values: [0.0006294362446986087, 0.0004695437693613458, 0.0012218952178955078, 0.0014910697937011719] and parameters: {'alpha': 0.0001570936960090778}. 
[I 2023-12-30 08:37:30,806] Trial 67 finished with values: [0.0009969175680879484, 0.0007942334287269248, 0.0009970664978027344, 0.0012640953063964844] and parameters: {'alpha': 0.023674820658669177}. 
[I 2023-12-30 08:37:30,808] Trial 68 finished with values: [0.004120169442250334, 0.0034054079055405805, 0.0007836818695068359, 0.0010716915130615234] and parameters: {'alpha': 0.6840887103926125}. 
[I 2023-12-30 08:37:30,811] Trial 69 finished with values: [0.00023691327163374894, 0.00018244483417715119, 0.00144195556640625, 0.0017268657684326172] and parameters: {'alpha': 1.3884057999709139e-05}. 
[I 2023-12-30 08:37:30,813] Trial 70 finished with values: [0.00023768682565677906, 0.00017791868982287685, 0.0013692378997802734, 0.0016701221466064453] and parameters: {'alpha': 2.8317064514072636e-05}. 
[I 2023-12-30 08:37:30,816] Trial 71 finished with values: [0.0011743686617477081, 0.0009706407420361996, 0.0009872913360595703, 0.001293182373046875] and parameters: {'alpha': 0.19498526810734465}. 
[I 2023-12-30 08:37:30,818] Trial 72 finished with values: [0.023224588873460194, 0.019195617962104193, 0.0009610652923583984, 0.0012371540069580078] and parameters: {'alpha': 3.8560741917334775}. 
[I 2023-12-30 08:37:30,820] Trial 73 finished with values: [0.0006488956829813103, 0.00048543643823591886, 0.0012438297271728516, 0.0015227794647216797] and parameters: {'alpha': 7.209617136179422e-05}. 
[I 2023-12-30 08:37:30,823] Trial 74 finished with values: [0.000461128103657067, 0.0003413162179889206, 0.0011782646179199219, 0.0014500617980957031] and parameters: {'alpha': 0.0002962561697851298}. 
[I 2023-12-30 08:37:30,825] Trial 75 finished with values: [0.000403085526419554, 0.0002945137309101875, 0.0012707710266113281, 0.0015549659729003906] and parameters: {'alpha': 0.00045126316318191593}. 
[I 2023-12-30 08:37:30,828] Trial 76 finished with values: [0.0003313461575556777, 0.00026703344483361424, 0.0012390613555908203, 0.0015518665313720703] and parameters: {'alpha': 0.002064716608456269}. 
[I 2023-12-30 08:37:30,830] Trial 77 finished with values: [0.0011383216682161073, 0.0009162139565235384, 0.0010581016540527344, 0.0013501644134521484] and parameters: {'alpha': 0.009909052384752383}. 
[I 2023-12-30 08:37:30,833] Trial 78 finished with values: [0.03277085956128113, 0.02708581425727766, 0.0009169578552246094, 0.0011987686157226562] and parameters: {'alpha': 5.441080851143193}. 
[I 2023-12-30 08:37:30,835] Trial 79 finished with values: [0.050878026521593955, 0.0420517738805079, 0.0007658004760742188, 0.0010387897491455078] and parameters: {'alpha': 8.447488395386571}. 
[I 2023-12-30 08:37:30,837] Trial 80 finished with values: [0.1961380437549198, 0.16211227575514844, 0.0007460117340087891, 0.001016855239868164] and parameters: {'alpha': 32.56560762650306}. 
[I 2023-12-30 08:37:30,840] Trial 81 finished with values: [0.0006820840051255849, 0.0005093362154173198, 0.0011832714080810547, 0.001470327377319336] and parameters: {'alpha': 0.0001187241541160267}. 
[I 2023-12-30 08:37:30,842] Trial 82 finished with values: [0.2455433293897667, 0.20294679788694267, 0.0006902217864990234, 0.0009698867797851562] and parameters: {'alpha': 40.76857078376679}. 
[I 2023-12-30 08:37:30,845] Trial 83 finished with values: [0.00021006596750509132, 0.00015724874470549488, 0.0014400482177734375, 0.0017600059509277344] and parameters: {'alpha': 2.498748765041911e-05}. 
[I 2023-12-30 08:37:30,847] Trial 84 finished with values: [0.0004645998859756762, 0.00034396828818673007, 0.0014269351959228516, 0.0017080307006835938] and parameters: {'alpha': 0.000293123312872143}. 
[I 2023-12-30 08:37:30,850] Trial 85 finished with values: [0.00029101767260001764, 0.00023462249883191344, 0.001310110092163086, 0.0015931129455566406] and parameters: {'alpha': 0.0015668864625299126}. 
[I 2023-12-30 08:37:30,852] Trial 86 finished with values: [0.04021539062807785, 0.03323887793663255, 0.0007979869842529297, 0.0010721683502197266] and parameters: {'alpha': 6.677127020685671}. 
[I 2023-12-30 08:37:30,855] Trial 87 finished with values: [0.00021844715456213195, 0.0001761544822070149, 0.0013260841369628906, 0.0016150474548339844] and parameters: {'alpha': 0.0010620673495664412}. 
[I 2023-12-30 08:37:30,857] Trial 88 finished with values: [0.00025374110229175307, 0.0002097224320035651, 0.0009539127349853516, 0.0013089179992675781] and parameters: {'alpha': 0.04212968079990807}. 
[I 2023-12-30 08:37:30,860] Trial 89 finished with values: [0.0005964616597789159, 0.0004445618109566851, 0.0013682842254638672, 0.0016772747039794922] and parameters: {'alpha': 0.00018248838056608623}. 
[I 2023-12-30 08:37:30,863] Trial 90 finished with values: [0.0002010976354093233, 0.00016206809995861104, 0.001322031021118164, 0.0016140937805175781] and parameters: {'alpha': 0.001246309835891551}. 
[I 2023-12-30 08:37:30,865] Trial 91 finished with values: [0.0007042142239393338, 0.000563949439848862, 0.0010540485382080078, 0.001394033432006836] and parameters: {'alpha': 0.012082012120082515}. 
[I 2023-12-30 08:37:30,867] Trial 92 finished with values: [0.01952632635999155, 0.01613892513025613, 0.0008792877197265625, 0.0011782646179199219] and parameters: {'alpha': 3.2420364272689044}. 
[I 2023-12-30 08:37:30,870] Trial 93 finished with values: [0.0005654478379163792, 0.0004500198944678835, 0.0010120868682861328, 0.0012888908386230469] and parameters: {'alpha': 0.014293215587482743}. 
[I 2023-12-30 08:37:30,872] Trial 94 finished with values: [0.00023829879737623566, 0.00017837916256118524, 0.0012297630310058594, 0.001500844955444336] and parameters: {'alpha': 2.7931060918598288e-05}. 
[I 2023-12-30 08:37:30,874] Trial 95 finished with values: [0.0004443212614319501, 0.0003672409976063862, 0.0011012554168701172, 0.001377105712890625] and parameters: {'alpha': 0.07377248994114537}. 
[I 2023-12-30 08:37:30,877] Trial 96 finished with values: [0.003806717613730679, 0.003146333284990075, 0.0009970664978027344, 0.0012760162353515625] and parameters: {'alpha': 0.6320450116679006}. 
[I 2023-12-30 08:37:30,879] Trial 97 finished with values: [0.0003604965143421172, 0.0002903294661368261, 0.0011110305786132812, 0.0013911724090576172] and parameters: {'alpha': 0.0027404327533514187}. 
[I 2023-12-30 08:37:30,881] Trial 98 finished with values: [0.02247197491356689, 0.018573566474960918, 0.0008008480072021484, 0.0010919570922851562] and parameters: {'alpha': 3.7311145946890782}. 
[I 2023-12-30 08:37:30,884] Trial 99 finished with values: [0.00023663048165183088, 0.0001770494208551665, 0.0014157295227050781, 0.0017399787902832031] and parameters: {'alpha': 2.9193659174018046e-05}. 
[I 2023-12-30 08:37:30,893] A new study created in memory with name: no-name-703a7367-f55a-479d-b945-c90c5e957eed
[I 2023-12-30 08:37:30,895] Trial 0 finished with values: [0.0007514171178531479, 0.0005743818637218068, 0.0007789134979248047, 0.0010647773742675781] and parameters: {'alpha': 31.998451618565294}. 
[I 2023-12-30 08:37:30,897] Trial 1 finished with values: [5.2722682107341877e-05, 4.031154767330625e-05, 0.0006799697875976562, 0.0009679794311523438] and parameters: {'alpha': 2.1754032260758986}. 
[I 2023-12-30 08:37:30,899] Trial 2 finished with values: [1.2510663282724594e-09, 9.56521504225094e-10, 0.0005078315734863281, 0.0007829666137695312] and parameters: {'alpha': 5.1483044568434455e-05}. 
[I 2023-12-30 08:37:30,901] Trial 3 finished with values: [1.8718187770967838e-05, 1.4311540657026001e-05, 0.0006382465362548828, 0.0009191036224365234] and parameters: {'alpha': 0.771074236523135}. 
[I 2023-12-30 08:37:30,903] Trial 4 finished with values: [0.0013982807007114552, 0.001068510536325935, 0.0007550716400146484, 0.0010368824005126953] and parameters: {'alpha': 61.24022921989594}. 
[I 2023-12-30 08:37:30,904] Trial 5 finished with values: [1.6669658974892024e-05, 1.2745257342045013e-05, 0.0005099773406982422, 0.0007739067077636719] and parameters: {'alpha': 0.6866193896798845}. 
[I 2023-12-30 08:37:30,906] Trial 6 finished with values: [2.076123705989211e-09, 1.587339000241883e-09, 0.0005650520324707031, 0.0008351802825927734] and parameters: {'alpha': 8.544175597440978e-05}. 
[I 2023-12-30 08:37:30,908] Trial 7 finished with values: [0.0001673395344096088, 0.00012794977347290403, 0.0006039142608642578, 0.0008959770202636719] and parameters: {'alpha': 6.941955392806958}. 
[I 2023-12-30 08:37:30,910] Trial 8 finished with values: [5.010578509063127e-06, 3.830941286693257e-06, 0.0005550384521484375, 0.0008177757263183594] and parameters: {'alpha': 0.2062678600588901}. 
[I 2023-12-30 08:37:30,911] Trial 9 finished with values: [4.432197139011811e-09, 3.3887194950121825e-09, 0.0005300045013427734, 0.0008230209350585938] and parameters: {'alpha': 0.00018240745918219576}. 
[I 2023-12-30 08:37:30,913] Trial 10 finished with values: [2.1555436578719758e-06, 1.648063038532932e-06, 0.0005142688751220703, 0.0007979869842529297] and parameters: {'alpha': 0.08872380674748516}. 
[I 2023-12-30 08:37:30,915] Trial 11 finished with values: [5.6337453116750385e-05, 4.307546390964978e-05, 0.000537872314453125, 0.0008041858673095703] and parameters: {'alpha': 2.324954511079757}. 
[I 2023-12-30 08:37:30,917] Trial 12 finished with values: [6.963216484986648e-08, 5.3238576487313336e-08, 0.0007479190826416016, 0.0010309219360351562] and parameters: {'alpha': 0.00286581236681615}. 
[I 2023-12-30 08:37:30,919] Trial 13 finished with values: [0.00011886552590726542, 9.088591370374876e-05, 0.0006451606750488281, 0.0009169578552246094] and parameters: {'alpha': 4.9199135435252925}. 
[I 2023-12-30 08:37:30,921] Trial 14 finished with values: [2.740755608235318e-06, 2.0954988669630303e-06, 0.0007772445678710938, 0.001049041748046875] and parameters: {'alpha': 0.11281478431281537}. 
[I 2023-12-30 08:37:30,923] Trial 15 finished with values: [4.657246902881682e-08, 3.56078538998883e-08, 0.0006721019744873047, 0.000946044921875] and parameters: {'alpha': 0.0019167533966798892}. 
[I 2023-12-30 08:37:30,925] Trial 16 finished with values: [5.630505389628202e-10, 4.304917344821746e-10, 0.0005218982696533203, 0.0007989406585693359] and parameters: {'alpha': 2.3170038487648893e-05}. 
[I 2023-12-30 08:37:30,927] Trial 17 finished with values: [5.8206211711570046e-05, 4.450435125483598e-05, 0.0008120536804199219, 0.001123189926147461] and parameters: {'alpha': 2.4022893256638436}. 
[I 2023-12-30 08:37:30,929] Trial 18 finished with values: [6.358017548040261e-09, 4.861140918688278e-09, 0.0007691383361816406, 0.001055002212524414] and parameters: {'alpha': 0.0002616673570355254}. 
[I 2023-12-30 08:37:30,930] Trial 19 finished with values: [5.145962382829385e-08, 3.9344420229570075e-08, 0.0004899501800537109, 0.0007507801055908203] and parameters: {'alpha': 0.0021179002515536805}. 
[I 2023-12-30 08:37:30,933] Trial 20 finished with values: [4.0871316717355825e-06, 3.124899293055483e-06, 0.0007162094116210938, 0.0009961128234863281] and parameters: {'alpha': 0.16824524975001867}. 
[I 2023-12-30 08:37:30,934] Trial 21 finished with values: [1.9275769206347297e-05, 1.4737862263560776e-05, 0.000492095947265625, 0.0007998943328857422] and parameters: {'alpha': 0.7940645754265694}. 
[I 2023-12-30 08:37:30,936] Trial 22 finished with values: [0.0017588007619111171, 0.0013437142003276759, 0.0005211830139160156, 0.0007781982421875] and parameters: {'alpha': 78.22999745119456}. 
[I 2023-12-30 08:37:30,938] Trial 23 finished with values: [5.177583327084592e-07, 3.958619361421611e-07, 0.0006079673767089844, 0.0008778572082519531] and parameters: {'alpha': 0.021309617256911117}. 
[I 2023-12-30 08:37:30,940] Trial 24 finished with values: [1.1708784264752531e-05, 8.952244741267102e-06, 0.000579833984375, 0.0008718967437744141] and parameters: {'alpha': 0.48216620587642417}. 
[I 2023-12-30 08:37:30,942] Trial 25 finished with values: [1.3458557100936176e-05, 1.0290092348413938e-05, 0.0005960464477539062, 0.0008599758148193359] and parameters: {'alpha': 0.5542686343699583}. 
[I 2023-12-30 08:37:30,944] Trial 26 finished with values: [0.0006638518232743462, 0.0005074616447717872, 0.0006101131439208984, 0.0008800029754638672] and parameters: {'alpha': 28.160933328999377}. 
[I 2023-12-30 08:37:30,946] Trial 27 finished with values: [7.319729594909764e-07, 5.59643839511681e-07, 0.0008311271667480469, 0.0011279582977294922] and parameters: {'alpha': 0.03012646849511022}. 
[I 2023-12-30 08:37:30,948] Trial 28 finished with values: [4.427095562793697e-05, 3.384923823368413e-05, 0.0005540847778320312, 0.0008289813995361328] and parameters: {'alpha': 1.8259358472955272}. 
[I 2023-12-30 08:37:30,949] Trial 29 finished with values: [0.0011287292468858698, 0.0008626569354088676, 0.0005962848663330078, 0.0008602142333984375] and parameters: {'alpha': 48.862750051155345}. 
[I 2023-12-30 08:37:30,952] Trial 30 finished with values: [1.4863906731220996e-07, 1.1364479087228041e-07, 0.0006971359252929688, 0.0009999275207519531] and parameters: {'alpha': 0.006117495477080025}. 
[I 2023-12-30 08:37:30,953] Trial 31 finished with values: [1.8579677992853293e-09, 1.4205446918769127e-09, 0.0005669593811035156, 0.0008568763732910156] and parameters: {'alpha': 7.646930455821795e-05}. 
[I 2023-12-30 08:37:30,955] Trial 32 finished with values: [1.174903984872568e-06, 8.982953750513722e-07, 0.0006768703460693359, 0.0009677410125732422] and parameters: {'alpha': 0.04835762982827035}. 
[I 2023-12-30 08:37:30,957] Trial 33 finished with values: [3.432085954295381e-08, 2.6240652971631915e-08, 0.0006899833679199219, 0.0009641647338867188] and parameters: {'alpha': 0.001412523756892776}. 
[I 2023-12-30 08:37:30,959] Trial 34 finished with values: [7.849632903273928e-10, 6.001584540449301e-10, 0.0005919933319091797, 0.0009038448333740234] and parameters: {'alpha': 3.2303132135508426e-05}. 
[I 2023-12-30 08:37:30,962] Trial 35 finished with values: [3.4020826430456143e-10, 2.6010826603695136e-10, 0.0008170604705810547, 0.0011398792266845703] and parameters: {'alpha': 1.3999463352848836e-05}. 
[I 2023-12-30 08:37:30,964] Trial 36 finished with values: [9.742860370158638e-05, 7.449472295652515e-05, 0.0006160736083984375, 0.0009109973907470703] and parameters: {'alpha': 4.0285637645237635}. 
[I 2023-12-30 08:37:30,966] Trial 37 finished with values: [8.115766228571537e-10, 6.205007996307188e-10, 0.0007510185241699219, 0.0010311603546142578] and parameters: {'alpha': 3.339817786349598e-05}. 
[I 2023-12-30 08:37:30,968] Trial 38 finished with values: [1.0439679681171584e-06, 7.981856774319507e-07, 0.0007359981536865234, 0.0010161399841308594] and parameters: {'alpha': 0.042968180599410696}. 
[I 2023-12-30 08:37:30,970] Trial 39 finished with values: [6.972297406192951e-07, 5.330802459746487e-07, 0.00047516822814941406, 0.0007309913635253906] and parameters: {'alpha': 0.028696462441056073}. 
[I 2023-12-30 08:37:30,971] Trial 40 finished with values: [8.039868545234246e-07, 6.147034547032693e-07, 0.00055694580078125, 0.0008559226989746094] and parameters: {'alpha': 0.03309052882678525}. 
[I 2023-12-30 08:37:30,973] Trial 41 finished with values: [9.211425254521699e-07, 7.042770938847642e-07, 0.0006740093231201172, 0.0009500980377197266] and parameters: {'alpha': 0.03791264000410764}. 
[I 2023-12-30 08:37:30,975] Trial 42 finished with values: [1.2923491758991863e-07, 9.880898399039495e-08, 0.0007538795471191406, 0.001027822494506836] and parameters: {'alpha': 0.005318875643945417}. 
[I 2023-12-30 08:37:30,977] Trial 43 finished with values: [7.58804684661013e-09, 5.8015807447020504e-09, 0.0005519390106201172, 0.0008268356323242188] and parameters: {'alpha': 0.0003122869340308885}. 
[I 2023-12-30 08:37:30,979] Trial 44 finished with values: [3.5976596526819995e-05, 2.750729710152555e-05, 0.000579833984375, 0.0008499622344970703] and parameters: {'alpha': 1.4832481657722134}. 
[I 2023-12-30 08:37:30,981] Trial 45 finished with values: [1.2940611517587424e-05, 9.894079277688039e-06, 0.0005950927734375, 0.0008692741394042969] and parameters: {'alpha': 0.5329245146090145}. 
[I 2023-12-30 08:37:30,983] Trial 46 finished with values: [2.7458863351506416e-07, 2.099419116807777e-07, 0.0007312297821044922, 0.0010671615600585938] and parameters: {'alpha': 0.01130123860675443}. 
[I 2023-12-30 08:37:30,985] Trial 47 finished with values: [4.752192433807364e-08, 3.633377755885014e-08, 0.0005328655242919922, 0.0007951259613037109] and parameters: {'alpha': 0.001955830234972169}. 
[I 2023-12-30 08:37:30,987] Trial 48 finished with values: [3.0122384971174768e-05, 2.3031145197695003e-05, 0.0006268024444580078, 0.0009059906005859375] and parameters: {'alpha': 1.2415401916648243}. 
[I 2023-12-30 08:37:30,989] Trial 49 finished with values: [8.954517515620452e-09, 6.846342628374913e-09, 0.0005917549133300781, 0.0008807182312011719] and parameters: {'alpha': 0.0003685299894519372}. 
[I 2023-12-30 08:37:30,995] Trial 50 finished with values: [3.673959050765441e-08, 2.8089943104880887e-08, 0.0006349086761474609, 0.00090789794921875] and parameters: {'alpha': 0.001512068014528871}. 
[I 2023-12-30 08:37:30,997] Trial 51 finished with values: [9.584725193717279e-08, 7.328181445664938e-08, 0.0006959438323974609, 0.0010328292846679688] and parameters: {'alpha': 0.00394474195057233}. 
[I 2023-12-30 08:37:30,999] Trial 52 finished with values: [3.636259522993185e-07, 2.7801708625152523e-07, 0.0006279945373535156, 0.0009071826934814453] and parameters: {'alpha': 0.014965808920011966}. 
[I 2023-12-30 08:37:31,001] Trial 53 finished with values: [1.1507602231265726e-06, 8.798357855066552e-07, 0.0005488395690917969, 0.0008308887481689453] and parameters: {'alpha': 0.047363844842735515}. 
[I 2023-12-30 08:37:31,003] Trial 54 finished with values: [0.00016528108950121333, 0.00012637588309855508, 0.0005669593811035156, 0.0008349418640136719] and parameters: {'alpha': 6.855907552563736}. 
[I 2023-12-30 08:37:31,005] Trial 55 finished with values: [2.9520958847694696e-05, 2.2571294140597554e-05, 0.0006222724914550781, 0.0009160041809082031] and parameters: {'alpha': 1.2167162421853022}. 
[I 2023-12-30 08:37:31,007] Trial 56 finished with values: [4.236075802437187e-06, 3.238777773711954e-06, 0.0007219314575195312, 0.0010061264038085938] and parameters: {'alpha': 0.1743777449890638}. 
[I 2023-12-30 08:37:31,009] Trial 57 finished with values: [3.965421822370035e-08, 3.0318378394511566e-08, 0.0006792545318603516, 0.0010149478912353516] and parameters: {'alpha': 0.0016320303067873794}. 
[I 2023-12-30 08:37:31,011] Trial 58 finished with values: [3.3621651300385194e-05, 2.5706693942153524e-05, 0.0005810260772705078, 0.0008580684661865234] and parameters: {'alpha': 1.3860012088787295}. 
[I 2023-12-30 08:37:31,013] Trial 59 finished with values: [7.857190716081744e-07, 6.007364686744232e-07, 0.0005812644958496094, 0.0008680820465087891] and parameters: {'alpha': 0.03233863528238604}. 
[I 2023-12-30 08:37:31,015] Trial 60 finished with values: [3.1525355764911086e-09, 2.410329357216412e-09, 0.0006132125854492188, 0.000885009765625] and parameters: {'alpha': 0.0001297394667433017}. 
[I 2023-12-30 08:37:31,017] Trial 61 finished with values: [1.2882954621501734e-08, 9.849901283498497e-09, 0.0006582736968994141, 0.0009510517120361328] and parameters: {'alpha': 0.0005302090848908731}. 
[I 2023-12-30 08:37:31,019] Trial 62 finished with values: [7.289915364029225e-07, 5.573643332268396e-07, 0.0007638931274414062, 0.0010368824005126953] and parameters: {'alpha': 0.030003761260112796}. 
[I 2023-12-30 08:37:31,021] Trial 63 finished with values: [2.060861222822786e-09, 1.5756652471665688e-09, 0.0006301403045654297, 0.0009031295776367188] and parameters: {'alpha': 8.480580193343666e-05}. 
[I 2023-12-30 08:37:31,023] Trial 64 finished with values: [1.493961402410917e-08, 1.1422361742008391e-08, 0.0005741119384765625, 0.0008461475372314453] and parameters: {'alpha': 0.0006148559606554018}. 
[I 2023-12-30 08:37:31,025] Trial 65 finished with values: [4.871690997653069e-10, 3.724701835849942e-10, 0.0005619525909423828, 0.000885009765625] and parameters: {'alpha': 2.003770808843696e-05}. 
[I 2023-12-30 08:37:31,027] Trial 66 finished with values: [1.886832264705024e-07, 1.4426130667932746e-07, 0.0006310939788818359, 0.0009069442749023438] and parameters: {'alpha': 0.00776559996911674}. 
[I 2023-12-30 08:37:31,029] Trial 67 finished with values: [1.1760074220651818e-06, 8.991390284818213e-07, 0.0006399154663085938, 0.000911712646484375] and parameters: {'alpha': 0.04840304147102485}. 
[I 2023-12-30 08:37:31,031] Trial 68 finished with values: [5.01695189764688e-10, 3.8357782505826775e-10, 0.0005698204040527344, 0.00084686279296875] and parameters: {'alpha': 2.0644969016328645e-05}. 
[I 2023-12-30 08:37:31,033] Trial 69 finished with values: [0.0005497460337174908, 0.00042026151578377523, 0.0006570816040039062, 0.0009860992431640625] and parameters: {'alpha': 23.20318234602624}. 
[I 2023-12-30 08:37:31,036] Trial 70 finished with values: [2.1086777587128907e-06, 1.6122307631172284e-06, 0.0008919239044189453, 0.0012087821960449219] and parameters: {'alpha': 0.08679457217430024}. 
[I 2023-12-30 08:37:31,038] Trial 71 finished with values: [5.162841587573697e-08, 3.947347307242666e-08, 0.0007901191711425781, 0.0011048316955566406] and parameters: {'alpha': 0.002124848577763679}. 
[I 2023-12-30 08:37:31,041] Trial 72 finished with values: [0.000733690942714406, 0.0005608355000754428, 0.0006978511810302734, 0.0009870529174804688] and parameters: {'alpha': 31.219297447447442}. 
[I 2023-12-30 08:37:31,044] Trial 73 finished with values: [4.940091930134528e-10, 3.7770386929203423e-10, 0.0012259483337402344, 0.0015978813171386719] and parameters: {'alpha': 2.0326393548503978e-05}. 
[I 2023-12-30 08:37:31,047] Trial 74 finished with values: [2.9225686469780687e-06, 2.2345078143559683e-06, 0.000823974609375, 0.0011718273162841797] and parameters: {'alpha': 0.12029962852352202}. 
[I 2023-12-30 08:37:31,050] Trial 75 finished with values: [0.0006628673870059729, 0.0005067092688583719, 0.0011739730834960938, 0.0015518665313720703] and parameters: {'alpha': 28.11795337321912}. 
[I 2023-12-30 08:37:31,053] Trial 76 finished with values: [4.6285960741054774e-05, 3.538993593074635e-05, 0.0009958744049072266, 0.0014069080352783203] and parameters: {'alpha': 1.9092281336763872}. 
[I 2023-12-30 08:37:31,055] Trial 77 finished with values: [0.00034763007551368556, 0.0002657859018943709, 0.0007910728454589844, 0.0012621879577636719] and parameters: {'alpha': 14.54046731961366}. 
[I 2023-12-30 08:37:31,058] Trial 78 finished with values: [1.2622608735200252e-09, 9.650871035660202e-10, 0.0006070137023925781, 0.0008909702301025391] and parameters: {'alpha': 5.194504235841846e-05}. 
[I 2023-12-30 08:37:31,060] Trial 79 finished with values: [3.7161656052405964e-10, 2.841255375418683e-10, 0.0007338523864746094, 0.001049041748046875] and parameters: {'alpha': 1.5293440241545964e-05}. 
[I 2023-12-30 08:37:31,063] Trial 80 finished with values: [8.772874875675538e-06, 6.70750486456706e-06, 0.0008292198181152344, 0.001135110855102539] and parameters: {'alpha': 0.3612143696036969}. 
[I 2023-12-30 08:37:31,066] Trial 81 finished with values: [1.5837588223691485e-06, 1.2108934276455762e-06, 0.0008671283721923828, 0.0012142658233642578] and parameters: {'alpha': 0.06518689066258405}. 
[I 2023-12-30 08:37:31,069] Trial 82 finished with values: [7.483226752894729e-06, 5.721468094690429e-06, 0.0009238719940185547, 0.001318216323852539] and parameters: {'alpha': 0.3080951035679001}. 
[I 2023-12-30 08:37:31,072] Trial 83 finished with values: [5.721822460653864e-07, 4.3747278140826574e-07, 0.0009191036224365234, 0.0012731552124023438] and parameters: {'alpha': 0.023549637127360655}. 
[I 2023-12-30 08:37:31,074] Trial 84 finished with values: [1.4144945694539384e-06, 1.0814790790114603e-06, 0.0008730888366699219, 0.001249074935913086] and parameters: {'alpha': 0.058219566756330825}. 
[I 2023-12-30 08:37:31,077] Trial 85 finished with values: [3.131010493757753e-06, 2.39387640287525e-06, 0.0009288787841796875, 0.001277923583984375] and parameters: {'alpha': 0.1288808806273814}. 
[I 2023-12-30 08:37:31,080] Trial 86 finished with values: [0.0012985977671224737, 0.0009923886070152654, 0.0006268024444580078, 0.0009059906005859375] and parameters: {'alpha': 56.630670831049926}. 
[I 2023-12-30 08:37:31,082] Trial 87 finished with values: [6.127142110114313e-07, 4.684622676487393e-07, 0.0007359981536865234, 0.0010819435119628906] and parameters: {'alpha': 0.025217884110986015}. 
[I 2023-12-30 08:37:31,085] Trial 88 finished with values: [6.088608068464497e-08, 4.655159608790704e-08, 0.0009000301361083984, 0.001271963119506836] and parameters: {'alpha': 0.0025058568927145823}. 
[I 2023-12-30 08:37:31,087] Trial 89 finished with values: [3.5368406294755696e-09, 2.7041557770779432e-09, 0.0006132125854492188, 0.0009300708770751953] and parameters: {'alpha': 0.00014555734556804067}. 
[I 2023-12-30 08:37:31,090] Trial 90 finished with values: [1.5340505786886685e-08, 1.1728873917649096e-08, 0.0008709430694580078, 0.0012078285217285156] and parameters: {'alpha': 0.0006313605270548652}. 
[I 2023-12-30 08:37:31,092] Trial 91 finished with values: [0.0002755829554265809, 0.0002107082115224068, 0.0007860660552978516, 0.0011470317840576172] and parameters: {'alpha': 11.489338931790792}. 
[I 2023-12-30 08:37:31,094] Trial 92 finished with values: [3.288571725353582e-09, 2.5143366344515526e-09, 0.0006346702575683594, 0.0009069442749023438] and parameters: {'alpha': 0.0001353408966173088}. 
[I 2023-12-30 08:37:31,096] Trial 93 finished with values: [7.087299702800698e-06, 5.418751348673645e-06, 0.00049591064453125, 0.0007619857788085938] and parameters: {'alpha': 0.2917886064993369}. 
[I 2023-12-30 08:37:31,098] Trial 94 finished with values: [7.86163249886071e-09, 6.010760374985935e-09, 0.0006761550903320312, 0.0009789466857910156] and parameters: {'alpha': 0.0003235574428388557}. 
[I 2023-12-30 08:37:31,100] Trial 95 finished with values: [3.681362702555005e-09, 2.814653964344771e-09, 0.0007510185241699219, 0.0010988712310791016] and parameters: {'alpha': 0.0001515083457348949}. 
[I 2023-12-30 08:37:31,102] Trial 96 finished with values: [1.1669050984504423e-07, 8.921791740057472e-08, 0.0006573200225830078, 0.0009751319885253906] and parameters: {'alpha': 0.004802593738967681}. 
[I 2023-12-30 08:37:31,105] Trial 97 finished with values: [1.2641115151872197e-07, 9.665001895031721e-08, 0.0007712841033935547, 0.0010471343994140625] and parameters: {'alpha': 0.005202653151047746}. 
[I 2023-12-30 08:37:31,106] Trial 98 finished with values: [0.0007442454210731335, 0.0005689012790727244, 0.0004990100860595703, 0.0007600784301757812] and parameters: {'alpha': 31.683078237068862}. 
[I 2023-12-30 08:37:31,109] Trial 99 finished with values: [6.936767952129744e-07, 5.303637695752706e-07, 0.0006220340728759766, 0.0008969306945800781] and parameters: {'alpha': 0.028550222092783083}. 
[I 2023-12-30 08:37:31,113] A new study created in memory with name: no-name-e033edaa-325c-425d-aecb-bf5572cd66b2
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.

7/7 [==============================] - 0s 408us/step

[I 2023-12-30 08:37:32,220] Trial 0 finished with values: [20.57682739772458, 15.988454548716545, 1.0739479064941406, 0.032888174057006836] and parameters: {'n_units_1': 34, 'n_units_2': 20, 'learning_rate': 0.0034283184153768138}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.

7/7 [==============================] - 0s 411us/step

[I 2023-12-30 08:37:33,203] Trial 1 finished with values: [26.25498543860643, 21.123369097709656, 0.9493551254272461, 0.032852888107299805] and parameters: {'n_units_1': 89, 'n_units_2': 37, 'learning_rate': 0.00046836517608171756}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.

7/7 [==============================] - 0s 434us/step

[I 2023-12-30 08:37:34,255] Trial 2 finished with values: [28.95896795541143, 22.73242043018341, 1.0152268409729004, 0.035894155502319336] and parameters: {'n_units_1': 97, 'n_units_2': 91, 'learning_rate': 0.0002708120975454904}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.

7/7 [==============================] - 0s 402us/step

[I 2023-12-30 08:37:35,312] Trial 3 finished with values: [158.76408531448396, 118.42661170482636, 1.0225939750671387, 0.03356528282165527] and parameters: {'n_units_1': 21, 'n_units_2': 54, 'learning_rate': 0.00021897985588264712}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.

7/7 [==============================] - 0s 391us/step


# Print results for Lasso Regression
print(f"Optimized Lasso Regression RMSE: {lasso_rmse}")
print(f"Optimized Lasso Regression MAE: {lasso_mae}")
print(f"Best Lasso Hyperparameters: {best_lasso_params}")
print(f"Lasso Training Time: {lasso_training_time} seconds")
print(f"Lasso Testing Time: {lasso_testing_time} seconds")
print()

# Print results for Ridge Regression
print(f"Optimized Ridge Regression RMSE: {ridge_rmse}")
print(f"Optimized Ridge Regression MAE: {ridge_mae}")
print(f"Best Ridge Hyperparameters: {best_ridge_params}")
print(f"Ridge Training Time: {ridge_training_time} seconds")
print(f"Ridge Testing Time: {ridge_testing_time} seconds")
print()

# Print results for Neural Network
print(f"Optimized Neural Network RMSE: {best_nn_rmse}")
print(f"Optimized Neural Network MAE: {best_nn_mae}")
print(f"Best Neural Network Hyperparameters: {best_nn_params}")
print(f"Neural Network Training Time: {nn_training_time} seconds")
print(f"Neural Network Testing Time: {nn_testing_time} seconds")

Optimized Lasso Regression RMSE: 0.00015816173620398247
Optimized Lasso Regression MAE: 0.00012751851735658625
Best Lasso Hyperparameters: {'alpha': 0.000833544273271815}
Lasso Training Time: 0.0013608932495117188 seconds
Lasso Testing Time: 0.0016448497772216797 seconds

Optimized Ridge Regression RMSE: 1.2510663282724594e-09
Optimized Ridge Regression MAE: 9.56521504225094e-10
Best Ridge Hyperparameters: {'alpha': 5.1483044568434455e-05}
Ridge Training Time: 0.0005078315734863281 seconds
Ridge Testing Time: 0.0007829666137695312 seconds

Optimized Neural Network RMSE: 27.765057313325222
Optimized Neural Network MAE: 21.63554072380066
Best Neural Network Hyperparameters: {'n_units_1': 37, 'n_units_2': 28, 'learning_rate': 0.0005182791382833605}
Neural Network Training Time: 0.9370651245117188 seconds
Neural Network Testing Time: 0.03390812873840332 seconds


# Visualize optimization history for Lasso
plt.figure(figsize=(10, 5))
for objective in lasso_study.directions:
    trials = lasso_study.get_trials(deepcopy=False, states=[optuna.trial.TrialState.COMPLETE])
    objective_values = [trial.values[objective] for trial in trials]
    plt.plot(np.arange(len(objective_values)) + 1, objective_values, label=objective)

plt.xlabel('Number of Trials')
plt.ylabel('Objective Value')
plt.title('Optimization History - Lasso Study')
plt.legend()
plt.show()

# Visualize optimization history for Ridge
plt.figure(figsize=(10, 5))
for objective in ridge_study.directions:
    trials = ridge_study.get_trials(deepcopy=False, states=[optuna.trial.TrialState.COMPLETE])
    objective_values = [trial.values[objective] for trial in trials]
    plt.plot(np.arange(len(objective_values)) + 1, objective_values, label=objective)

plt.xlabel('Number of Trials')
plt.ylabel('Objective Value')
plt.title('Optimization History - Ridge Study')
plt.legend()
plt.show()

# Visualize optimization history for Neural Network
plt.figure(figsize=(10, 5))
for objective in nn_study.directions:
    trials = nn_study.get_trials(deepcopy=False, states=[optuna.trial.TrialState.COMPLETE])
    objective_values = [trial.values[objective] for trial in trials]
    plt.plot(np.arange(len(objective_values)) + 1, objective_values, label=objective)

plt.xlabel('Number of Trials')
plt.ylabel('Objective Value')
plt.title('Optimization History - Neural Network Study')
plt.legend()
plt.show()


# PSO optimisation
import numpy as np
import pyswarms as ps
from sklearn.linear_model import Lasso, Ridge
from sklearn.neural_network import MLPRegressor
from sklearn.metrics import mean_squared_error, mean_absolute_error
from sklearn.model_selection import train_test_split
import time

# Assuming X and y are your features and target variable
# Replace these with your actual data
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)

# Define the objective functions for optimization

# Lasso
def lasso_objective(params):
    alpha = params[0][0]  # Extract alpha from params
    # Clip alpha to ensure it is within the acceptable range
    alpha = np.clip(alpha, 0.0, np.inf)
    lasso_model = Lasso(alpha=alpha)
    lasso_model.fit(X_train, y_train)
    y_pred = lasso_model.predict(X_test)
    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    # Return the sum of RMSE and MAE as the overall performance
    return rmse + mae

# Ridge Regression
def ridge_objective(params):
    alpha = params[0][0]   # Extract alpha from params
    # Clip alpha to ensure it is within the acceptable range
    alpha = np.clip(alpha, 0.0, np.inf)
    
    ridge_model = Ridge(alpha=alpha)
    ridge_model.fit(X_train, y_train)
    y_pred = ridge_model.predict(X_test)
    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    # Return the sum of RMSE and MAE as the overall performance
    return rmse + mae

def nn_objective(params):
    # Assuming params contains hyperparameters for the neural network
    hidden_layer_sizes = tuple(np.maximum(params[0].astype(int), 1)) 
    hidden_layer_sizes = tuple(int(size) for size in hidden_layer_sizes)
    nn_model = MLPRegressor(hidden_layer_sizes=hidden_layer_sizes, max_iter=1000)
    nn_model.fit(X_train, y_train)
    y_pred = nn_model.predict(X_test)
    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    # Return the sum of RMSE and MAE as the overall performance
    return rmse + mae


# Set up PSO options
options = {'c1': 0.5, 'c2': 0.3, 'w': 0.9}

# Lasso Optimization
start_time = time.time()
dimensions_lasso = (1)  # Only one parameter, alpha
center_lasso = [0.5]  # Set the center as a scalar
optimizer_lasso = ps.single.GlobalBestPSO(n_particles=10, dimensions=dimensions_lasso, options=options, center=center_lasso)
best_params_lasso = optimizer_lasso.optimize(lasso_objective, iters=100)
lasso_training_time = time.time() - start_time

# Ridge Optimization
start_time = time.time()
dimensions_ridge = (1)  # Only one parameter, alpha
center_ridge = [0.5]  # Set the center as a scalar
optimizer_ridge = ps.single.GlobalBestPSO(n_particles=10, dimensions=dimensions_ridge, options=options, center=center_ridge)
best_params_ridge = optimizer_ridge.optimize(ridge_objective, iters=100)
ridge_training_time = time.time() - start_time

# Neural Network Optimization
start_time = time.time()
dimensions_nn = (3)  # Example: Three hidden layers
center_nn = [0.5]  # Set the center as a scalar
optimizer_nn = ps.single.GlobalBestPSO(n_particles=10, dimensions=dimensions_nn, options=options, center=center_nn)
best_params_nn = optimizer_nn.optimize(nn_objective, iters=100)
nn_training_time = time.time() - start_time

# Extract best hyperparameters
best_alpha_lasso = best_params_lasso[0]
best_alpha_ridge = best_params_ridge[0]
if hasattr(best_params_nn[0], '__iter__'):
    best_hidden_layer_sizes_nn = tuple(max(1, int(param)) for param in best_params_nn[0])
else:
    best_hidden_layer_sizes_nn = (max(1, int(best_params_nn[0])),)
    
# Train final models with best hyperparameters
start_time = time.time()
final_lasso_model = Lasso(alpha=best_alpha_lasso)
final_lasso_model.fit(X_train, y_train)
lasso_testing_time = time.time() - start_time

start_time = time.time()
final_ridge_model = Ridge(alpha=np.clip(best_alpha_ridge, 0.0, np.inf))
final_ridge_model.fit(X_train, y_train)
ridge_testing_time = time.time() - start_time

start_time = time.time()
final_nn_model = MLPRegressor(hidden_layer_sizes=best_hidden_layer_sizes_nn, max_iter=1000)
final_nn_model.fit(X_train, y_train)
nn_testing_time = time.time() - start_time

# Evaluate final models on test set
y_pred_lasso = final_lasso_model.predict(X_test)
rmse_lasso, mae_lasso = mean_squared_error(y_test, y_pred_lasso, squared=False), mean_absolute_error(y_test, y_pred_lasso)

y_pred_ridge = final_ridge_model.predict(X_test)
rmse_ridge, mae_ridge = mean_squared_error(y_test, y_pred_ridge, squared=False), mean_absolute_error(y_test, y_pred_ridge)

y_pred_nn = final_nn_model.predict(X_test)
rmse_nn, mae_nn = mean_squared_error(y_test, y_pred_nn, squared=False), mean_absolute_error(y_test, y_pred_nn)

# Print results
print(f"Optimal alpha for Lasso: {best_alpha_lasso}")
print(f"RMSE for Lasso on test set: {rmse_lasso}")
print(f"MAE for Lasso on test set: {mae_lasso}")
print(f"Training time for Lasso: {lasso_training_time:.4f} seconds")
print(f"Testing time for Lasso: {lasso_testing_time:.4f} seconds")

print(f"\nOptimal alpha for Ridge: {best_alpha_ridge}")
print(f"RMSE for Ridge on test set: {rmse_ridge}")
print(f"MAE for Ridge on test set: {mae_ridge}")
print(f"Training time for Ridge: {ridge_training_time:.4f} seconds")
print(f"Testing time for Ridge: {ridge_testing_time:.4f} seconds")

print(f"\nOptimal hidden layer sizes for Neural Network: {best_hidden_layer_sizes_nn}")
print(f"RMSE for Neural Network on test set: {rmse_nn}")
print(f"MAE for Neural Network on test set: {mae_nn}")
print(f"Training time for Neural Network: {nn_training_time:.4f} seconds")
print(f"Testing time for Neural Network: {nn_testing_time:.4f} seconds")

2023-12-30 08:39:17,795 - pyswarms.single.global_best - INFO - Optimize for 100 iters with {'c1': 0.5, 'c2': 0.3, 'w': 0.9}
pyswarms.single.global_best: 100%|██████████████████|100/100, best_cost=0.000291
2023-12-30 08:39:18,165 - pyswarms.single.global_best - INFO - Optimization finished | best cost: 0.0002910831221491977, best pos: [0.02644065]
2023-12-30 08:39:18,169 - pyswarms.single.global_best - INFO - Optimize for 100 iters with {'c1': 0.5, 'c2': 0.3, 'w': 0.9}
pyswarms.single.global_best: 100%|███████████████████|100/100, best_cost=7.5e-14
2023-12-30 08:39:18,375 - pyswarms.single.global_best - INFO - Optimization finished | best cost: 7.495241532995202e-14, best pos: [-0.07835082]
2023-12-30 08:39:18,379 - pyswarms.single.global_best - INFO - Optimize for 100 iters with {'c1': 0.5, 'c2': 0.3, 'w': 0.9}
pyswarms.single.global_best: 100%|██████████████████████|100/100, best_cost=1.78
2023-12-30 08:40:04,046 - pyswarms.single.global_best - INFO - Optimization finished | best cost: 1.7795664510366784, best pos: [0.53655398 1.45171559 0.82629599]

Optimal alpha for Lasso: 0.0002910831221491977
RMSE for Lasso on test set: 0.00046688392048485454
MAE for Lasso on test set: 0.00034570927003580554
Training time for Lasso: 0.3725 seconds
Testing time for Lasso: 0.0017 seconds

Optimal alpha for Ridge: 7.495241532995202e-14
RMSE for Ridge on test set: 4.4930211430477556e-14
MAE for Ridge on test set: 2.886912930932794e-14
Training time for Ridge: 0.2105 seconds
Testing time for Ridge: 0.0009 seconds

Optimal hidden layer sizes for Neural Network: (1,)
RMSE for Neural Network on test set: 255.47658001067737
MAE for Neural Network on test set: 195.27426016642298
Training time for Neural Network: 45.6722 seconds
Testing time for Neural Network: 0.2709 seconds


#DE optimisation
import time
import numpy as np
from sklearn.linear_model import Lasso, Ridge
from sklearn.neural_network import MLPRegressor
from sklearn.metrics import mean_squared_error, mean_absolute_error
from sklearn.model_selection import train_test_split
from scipy.optimize import differential_evolution

X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)

# Lasso
def lasso_objective(alpha_array):
    alpha = np.clip(alpha_array[0], 0.0, np.inf)
    lasso_model = Lasso(alpha=alpha)
    start_time = time.time()
    lasso_model.fit(X_train, y_train)
    end_time = time.time()
    training_time = end_time - start_time

    start_time = time.time()
    y_pred = lasso_model.predict(X_test)
    end_time = time.time()
    testing_time = end_time - start_time

    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    
    print(f"Training time for Lasso: {training_time} seconds")
    print(f"Testing time for Lasso: {testing_time} seconds")
    print(f"RMSE for Lasso: {rmse}")
    print(f"MAE for Lasso: {mae}")
    
    return rmse

# Ridge
def ridge_objective(alpha):
    alpha = np.clip(alpha, 0.0, np.inf)
    ridge_model = Ridge(alpha=alpha)
    start_time = time.time()
    ridge_model.fit(X_train, y_train)
    end_time = time.time()
    training_time = end_time - start_time

    start_time = time.time()
    y_pred = ridge_model.predict(X_test)
    end_time = time.time()
    testing_time = end_time - start_time

    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    
    print(f"Training time for Ridge: {training_time} seconds")
    print(f"Testing time for Ridge: {testing_time} seconds")
    print(f"RMSE for Ridge: {rmse}")
    print(f"MAE for Ridge: {mae}")
    
    return rmse

# Neural Network
def nn_objective(params):
    hidden_layer_sizes = tuple(np.maximum(params.astype(int), 1))
    nn_model = MLPRegressor(hidden_layer_sizes=hidden_layer_sizes, max_iter=100)
    start_time = time.time()
    nn_model.fit(X_train, y_train)
    end_time = time.time()
    training_time = end_time - start_time

    start_time = time.time()
    y_pred = nn_model.predict(X_test)
    end_time = time.time()
    testing_time = end_time - start_time

    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    
    print(f"Training time for Neural Network: {training_time} seconds")
    print(f"Testing time for Neural Network: {testing_time} seconds")
    print(f"RMSE for Neural Network: {rmse}")
    print(f"MAE for Neural Network: {mae}")
    
    return rmse

# Differential Evolution Optimization
result_lasso = differential_evolution(lasso_objective, bounds=[(1e-5, 1e2)], maxiter=50)
result_ridge = differential_evolution(ridge_objective, bounds=[(1e-5, 1e2)], maxiter=50)
result_nn = differential_evolution(nn_objective, bounds=[(10, 100), (10, 100), (1e-5, 1e-2)], maxiter=50)

# Extract best hyperparameters
best_alpha_lasso = np.clip(result_lasso.x[0], 0.0, np.inf)
best_alpha_ridge = np.clip(result_ridge.x[0], 0.0, np.inf)
best_hidden_layer_sizes_nn = tuple(np.maximum(result_nn.x[:2].astype(int), 1))
best_learning_rate_nn = result_nn.x[2]

# Train final models with best hyperparameters
final_lasso_model = Lasso(alpha=best_alpha_lasso)
start_time = time.time()
final_lasso_model.fit(X_train, y_train)
end_time = time.time()
training_time_lasso = end_time - start_time

final_ridge_model = Ridge(alpha=best_alpha_ridge)
start_time = time.time()
final_ridge_model.fit(X_train, y_train)
end_time = time.time()
training_time_ridge = end_time - start_time

final_nn_model = MLPRegressor(hidden_layer_sizes=best_hidden_layer_sizes_nn, learning_rate_init=best_learning_rate_nn, max_iter=1000)
start_time = time.time()
final_nn_model.fit(X_train, y_train)
end_time = time.time()
training_time_nn = end_time - start_time

# Evaluate final models on test set
start_time = time.time()
y_pred_lasso = final_lasso_model.predict(X_test)
end_time = time.time()
testing_time_lasso = end_time - start_time
rmse_lasso = mean_squared_error(y_test, y_pred_lasso, squared=False)
mae_lasso = mean_absolute_error(y_test, y_pred_lasso)

start_time = time.time()
y_pred_ridge = final_ridge_model.predict(X_test)
end_time = time.time()
testing_time_ridge = end_time - start_time
rmse_ridge = mean_squared_error(y_test, y_pred_ridge, squared=False)
mae_ridge = mean_absolute_error(y_test, y_pred_ridge)

start_time = time.time()
y_pred_nn = final_nn_model.predict(X_test)
end_time = time.time()
testing_time_nn = end_time - start_time
rmse_nn = mean_squared_error(y_test, y_pred_nn, squared=False)
mae_nn = mean_absolute_error(y_test, y_pred_nn)

# Print results
print(f"\nOptimal alpha for Lasso: {best_alpha_lasso}")
print(f"RMSE for Lasso on test set: {rmse_lasso}")
print(f"MAE for Lasso on test set: {mae_lasso}")
print(f"Training time for Lasso: {training_time_lasso} seconds")
print(f"Testing time for Lasso: {testing_time_lasso} seconds")

print(f"\nOptimal alpha for Ridge: {best_alpha_ridge}")
print(f"RMSE for Ridge on test set: {rmse_ridge}")
print(f"MAE for Ridge on test set: {mae_ridge}")
print(f"Training time for Ridge: {training_time_ridge} seconds")
print(f"Testing time for Ridge: {testing_time_ridge} seconds")

print(f"\nOptimal hidden layer sizes for Neural Network: {best_hidden_layer_sizes_nn}")
print(f"Optimal learning rate for Neural Network: {best_learning_rate_nn}")
print(f"RMSE for Neural Network on test set: {rmse_nn}")
print(f"MAE for Neural Network on test set: {mae_nn}")
print(f"Training time for Neural Network: {training_time_nn} seconds")
print(f"Testing time for Neural Network: {testing_time_nn} seconds")

Training time for Lasso: 0.0014243125915527344 seconds
Testing time for Lasso: 0.0005521774291992188 seconds
RMSE for Lasso: 0.5772088206549966
MAE for Lasso: 0.47707539909619134
Training time for Lasso: 0.0008089542388916016 seconds
Testing time for Lasso: 0.00034618377685546875 seconds
RMSE for Lasso: 0.4302747731129222
MAE for Lasso: 0.35563127547312434
Training time for Lasso: 0.0005948543548583984 seconds
Testing time for Lasso: 0.00028705596923828125 seconds
RMSE for Lasso: 0.2772370198673418
MAE for Lasso: 0.2291423089261935
Training time for Lasso: 0.0006530284881591797 seconds
Testing time for Lasso: 0.0002880096435546875 seconds
RMSE for Lasso: 0.14580083244678008
MAE for Lasso: 0.12050749718130392
Training time for Lasso: 0.0005590915679931641 seconds
Testing time for Lasso: 0.0002918243408203125 seconds
RMSE for Lasso: 0.5242628965919475
MAE for Lasso: 0.4333144638003151
Training time for Lasso: 0.0005619525909423828 seconds
Testing time for Lasso: 0.00026297569274902344 seconds
RMSE for Lasso: 0.5202920638643183
MAE for Lasso: 0.43003248587397436
Training time for Lasso: 0.0005838871002197266 seconds
Testing time for Lasso: 0.00026607513427734375 seconds
RMSE for Lasso: 0.06117102887276853
MAE for Lasso: 0.050559159819289726
Training time for Lasso: 0.0005447864532470703 seconds
Testing time for Lasso: 0.00028324127197265625 seconds
RMSE for Lasso: 0.16443409797521266
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Testing time for Neural Network: 0.00279998779296875 seconds
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MAE for Neural Network: 197.52626636419947
Training time for Neural Network: 0.5622508525848389 seconds
Testing time for Neural Network: 0.0006341934204101562 seconds
RMSE for Neural Network: 257.20884168879223
MAE for Neural Network: 197.49662647217593
Training time for Neural Network: 0.3868558406829834 seconds
Testing time for Neural Network: 0.0013980865478515625 seconds
RMSE for Neural Network: 256.48652424163197
MAE for Neural Network: 196.55759576296126
Training time for Neural Network: 0.46144890785217285 seconds
Testing time for Neural Network: 0.0006210803985595703 seconds
RMSE for Neural Network: 0.1281905682095939
MAE for Neural Network: 0.0962882787481545
Training time for Neural Network: 0.12280702590942383 seconds
Testing time for Neural Network: 0.00045490264892578125 seconds
RMSE for Neural Network: 0.8511773624418562
MAE for Neural Network: 0.6979542826571111
Training time for Neural Network: 0.5394809246063232 seconds
Testing time for Neural Network: 0.0005540847778320312 seconds
RMSE for Neural Network: 257.10322829573016
MAE for Neural Network: 197.35906167461962
Training time for Neural Network: 0.1783311367034912 seconds
Testing time for Neural Network: 0.0013649463653564453 seconds
RMSE for Neural Network: 0.3766853529791071
MAE for Neural Network: 0.2918192304053308
Training time for Neural Network: 0.5538833141326904 seconds
Testing time for Neural Network: 0.0049610137939453125 seconds
RMSE for Neural Network: 0.40955814716052
MAE for Neural Network: 0.3385660092955313
Training time for Neural Network: 0.40668606758117676 seconds
Testing time for Neural Network: 0.0006968975067138672 seconds
RMSE for Neural Network: 0.571302868526947
MAE for Neural Network: 0.47034897846862805
Training time for Neural Network: 0.44232702255249023 seconds
Testing time for Neural Network: 0.0011942386627197266 seconds
RMSE for Neural Network: 256.08906378710583
MAE for Neural Network: 196.04385191502817
Training time for Neural Network: 0.27211809158325195 seconds
Testing time for Neural Network: 0.0007760524749755859 seconds
RMSE for Neural Network: 0.30148430054607356
MAE for Neural Network: 0.22982561482463673
Training time for Neural Network: 0.24970793724060059 seconds
Testing time for Neural Network: 0.0005729198455810547 seconds
RMSE for Neural Network: 0.7780439447876716
MAE for Neural Network: 0.5659353572987613
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Testing time for Neural Network: 0.0005960464477539062 seconds
RMSE for Neural Network: 256.96662781084086
MAE for Neural Network: 197.1811571406268
Training time for Neural Network: 1.8262519836425781 seconds
Testing time for Neural Network: 0.001543283462524414 seconds
RMSE for Neural Network: 0.25138880618351656
MAE for Neural Network: 0.20451800833668898
Training time for Neural Network: 0.6962580680847168 seconds
Testing time for Neural Network: 0.0006649494171142578 seconds
RMSE for Neural Network: 9.664763553104356
MAE for Neural Network: 7.661205919750009
Training time for Neural Network: 0.1339738368988037 seconds
Testing time for Neural Network: 0.0005078315734863281 seconds
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MAE for Neural Network: 196.29177852087477
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Testing time for Neural Network: 0.0012969970703125 seconds
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MAE for Neural Network: 0.27016650186966246
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Testing time for Neural Network: 0.0006668567657470703 seconds
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MAE for Neural Network: 197.14315796211906
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Testing time for Neural Network: 0.0006172657012939453 seconds
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MAE for Neural Network: 196.20702532857
Training time for Neural Network: 0.4846982955932617 seconds
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RMSE for Neural Network: 0.2036441170130845
MAE for Neural Network: 0.1633648756646089
Training time for Neural Network: 0.5644657611846924 seconds
Testing time for Neural Network: 0.0035779476165771484 seconds
RMSE for Neural Network: 256.7478357714616
MAE for Neural Network: 196.89586181108385
Training time for Neural Network: 0.8453340530395508 seconds
Testing time for Neural Network: 0.0006010532379150391 seconds
RMSE for Neural Network: 0.299317048276406
MAE for Neural Network: 0.2352062246650582
Training time for Neural Network: 0.3966329097747803 seconds
Testing time for Neural Network: 0.0017151832580566406 seconds
RMSE for Neural Network: 256.8734274759304
MAE for Neural Network: 197.05960257808317
Training time for Neural Network: 0.3632211685180664 seconds
Testing time for Neural Network: 0.0013480186462402344 seconds
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MAE for Neural Network: 196.55907138478037
Training time for Neural Network: 0.4118461608886719 seconds
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MAE for Neural Network: 0.23435833167310502
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Testing time for Neural Network: 0.0005550384521484375 seconds
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MAE for Neural Network: 0.3812209141300069
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Testing time for Neural Network: 0.0008928775787353516 seconds
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MAE for Neural Network: 196.557699433346
Training time for Neural Network: 0.6039290428161621 seconds
Testing time for Neural Network: 0.0007009506225585938 seconds
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MAE for Neural Network: 0.4304994855156472
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Testing time for Neural Network: 0.0004951953887939453 seconds
RMSE for Neural Network: 0.6182383963735316
MAE for Neural Network: 0.48717839060973334
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Testing time for Neural Network: 0.0004978179931640625 seconds
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MAE for Neural Network: 196.7113338373521
Training time for Neural Network: 0.48780012130737305 seconds
Testing time for Neural Network: 0.002065896987915039 seconds
RMSE for Neural Network: 257.6210160460301
MAE for Neural Network: 198.03312130446483
Training time for Neural Network: 0.2678699493408203 seconds
Testing time for Neural Network: 0.0011970996856689453 seconds
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MAE for Neural Network: 0.46992722974550455
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Testing time for Neural Network: 0.0007288455963134766 seconds
RMSE for Neural Network: 256.2549199724426
MAE for Neural Network: 196.25830024366212
Training time for Neural Network: 0.747150182723999 seconds
Testing time for Neural Network: 0.0015048980712890625 seconds
RMSE for Neural Network: 0.20733897805682194
MAE for Neural Network: 0.16856622673897584
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RMSE for Neural Network: 256.45860286986345
MAE for Neural Network: 196.52152386219802
Training time for Neural Network: 0.6980330944061279 seconds
Testing time for Neural Network: 0.0012907981872558594 seconds
RMSE for Neural Network: 258.3700153245957
MAE for Neural Network: 199.0065175913388
Training time for Neural Network: 0.5385541915893555 seconds
Testing time for Neural Network: 0.0006017684936523438 seconds
RMSE for Neural Network: 257.12497942040636
MAE for Neural Network: 197.38739642374435
Training time for Neural Network: 0.5708160400390625 seconds
Testing time for Neural Network: 0.0005922317504882812 seconds
RMSE for Neural Network: 0.321536732529995
MAE for Neural Network: 0.2628237910941744
Training time for Neural Network: 0.1880042552947998 seconds
Testing time for Neural Network: 0.0005609989166259766 seconds
RMSE for Neural Network: 257.0376083401695
MAE for Neural Network: 197.2735697609652
Training time for Neural Network: 0.14433789253234863 seconds
Testing time for Neural Network: 0.0005521774291992188 seconds
RMSE for Neural Network: 257.630601729636
MAE for Neural Network: 198.04559114651937
Training time for Neural Network: 0.7828409671783447 seconds
Testing time for Neural Network: 0.0056209564208984375 seconds
RMSE for Neural Network: 258.1074446977713
MAE for Neural Network: 198.6655033804638
Training time for Neural Network: 0.5282399654388428 seconds
Testing time for Neural Network: 0.0006110668182373047 seconds
RMSE for Neural Network: 257.5519376175685
MAE for Neural Network: 197.94324892646353
Training time for Neural Network: 0.5909788608551025 seconds
Testing time for Neural Network: 0.0006961822509765625 seconds
RMSE for Neural Network: 0.22791988075178157
MAE for Neural Network: 0.18250650644173028
Training time for Neural Network: 0.44973087310791016 seconds
Testing time for Neural Network: 0.00151824951171875 seconds
RMSE for Neural Network: 257.628560416856
MAE for Neural Network: 198.04293566664174
Training time for Neural Network: 0.49709177017211914 seconds
Testing time for Neural Network: 0.0013592243194580078 seconds
RMSE for Neural Network: 256.68659435031157
MAE for Neural Network: 196.81599768352532
Training time for Neural Network: 0.4634239673614502 seconds
Testing time for Neural Network: 0.001977205276489258 seconds
RMSE for Neural Network: 257.96201191428014
MAE for Neural Network: 198.47651955801524
Training time for Neural Network: 0.4822201728820801 seconds
Testing time for Neural Network: 0.0007190704345703125 seconds
RMSE for Neural Network: 257.23867444596635
MAE for Neural Network: 197.5354774609308
Training time for Neural Network: 0.4695289134979248 seconds
Testing time for Neural Network: 0.0005919933319091797 seconds
RMSE for Neural Network: 257.07373625269696
MAE for Neural Network: 197.32064031905327
Training time for Neural Network: 0.5224337577819824 seconds
Testing time for Neural Network: 0.0006430149078369141 seconds
RMSE for Neural Network: 0.2914731782847044
MAE for Neural Network: 0.23687854701948047
Training time for Neural Network: 0.5886471271514893 seconds
Testing time for Neural Network: 0.0006430149078369141 seconds
RMSE for Neural Network: 0.19434676801320339
MAE for Neural Network: 0.15076109235717117
Training time for Neural Network: 0.4184391498565674 seconds
Testing time for Neural Network: 0.0005781650543212891 seconds
RMSE for Neural Network: 0.29130750302104247
MAE for Neural Network: 0.236820518761939
Training time for Neural Network: 0.41907715797424316 seconds
Testing time for Neural Network: 0.0005960464477539062 seconds
RMSE for Neural Network: 0.13971424395817605
MAE for Neural Network: 0.11095135614834482
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Testing time for Neural Network: 0.0010230541229248047 seconds
RMSE for Neural Network: 257.2542644870628
MAE for Neural Network: 197.55577901387664
Training time for Neural Network: 0.36594319343566895 seconds
Testing time for Neural Network: 0.0013587474822998047 seconds
RMSE for Neural Network: 0.4840720175882028
MAE for Neural Network: 0.39749870564470086
Training time for Neural Network: 0.5899593830108643 seconds
Testing time for Neural Network: 0.002425670623779297 seconds
RMSE for Neural Network: 256.19658053315425
MAE for Neural Network: 196.18287982643088
Training time for Neural Network: 0.8828279972076416 seconds
Testing time for Neural Network: 0.0006222724914550781 seconds
RMSE for Neural Network: 0.16693212742457664
MAE for Neural Network: 0.13068405911501718
Training time for Neural Network: 0.47756099700927734 seconds
Testing time for Neural Network: 0.0005898475646972656 seconds
RMSE for Neural Network: 0.27151580645401185
MAE for Neural Network: 0.2139071398736498
Training time for Neural Network: 0.5135600566864014 seconds
Testing time for Neural Network: 0.0006051063537597656 seconds
RMSE for Neural Network: 0.3647552341168084
MAE for Neural Network: 0.28335717834029894
Training time for Neural Network: 0.3310730457305908 seconds
Testing time for Neural Network: 0.001377105712890625 seconds
RMSE for Neural Network: 0.39924940219678995
MAE for Neural Network: 0.31284934166985684
Training time for Neural Network: 0.4271218776702881 seconds
Testing time for Neural Network: 0.0005910396575927734 seconds
RMSE for Neural Network: 256.80084609585447
MAE for Neural Network: 196.96498110209012
Training time for Neural Network: 0.352567195892334 seconds
Testing time for Neural Network: 0.0011448860168457031 seconds
RMSE for Neural Network: 0.3198975667596955
MAE for Neural Network: 0.25749170395892146
Training time for Neural Network: 0.475693941116333 seconds
Testing time for Neural Network: 0.0006012916564941406 seconds
RMSE for Neural Network: 0.5254691256384068
MAE for Neural Network: 0.43097034889383906
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Testing time for Neural Network: 0.0006310939788818359 seconds
RMSE for Neural Network: 0.4944222672279468
MAE for Neural Network: 0.3701263064790343
Training time for Neural Network: 0.4925248622894287 seconds
Testing time for Neural Network: 0.0018541812896728516 seconds
RMSE for Neural Network: 258.0408557282051
MAE for Neural Network: 198.57898290087084
Training time for Neural Network: 0.4018232822418213 seconds
Testing time for Neural Network: 0.0005650520324707031 seconds
RMSE for Neural Network: 0.178274096523574
MAE for Neural Network: 0.14861144057647593
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Testing time for Neural Network: 0.0011801719665527344 seconds
RMSE for Neural Network: 0.15263369554124345
MAE for Neural Network: 0.12383492783865126
Training time for Neural Network: 0.3504929542541504 seconds
Testing time for Neural Network: 0.0012133121490478516 seconds
RMSE for Neural Network: 0.14631320729107447
MAE for Neural Network: 0.10683925040461112
Training time for Neural Network: 0.4799051284790039 seconds
Testing time for Neural Network: 0.0006289482116699219 seconds
RMSE for Neural Network: 0.28306015915408583
MAE for Neural Network: 0.22439014648200675
Training time for Neural Network: 0.4164431095123291 seconds
Testing time for Neural Network: 0.0008342266082763672 seconds
RMSE for Neural Network: 0.31451427137117993
MAE for Neural Network: 0.2638722014003607
Training time for Neural Network: 0.4610888957977295 seconds
Testing time for Neural Network: 0.0005981922149658203 seconds
RMSE for Neural Network: 256.3051881324978
MAE for Neural Network: 196.3232765151791
Training time for Neural Network: 0.3658430576324463 seconds
Testing time for Neural Network: 0.0027298927307128906 seconds
RMSE for Neural Network: 0.26747468594846374
MAE for Neural Network: 0.20474413377853132
Training time for Neural Network: 0.5276138782501221 seconds
Testing time for Neural Network: 0.0022869110107421875 seconds
RMSE for Neural Network: 0.2489402298115432
MAE for Neural Network: 0.19619815900341991
Training time for Neural Network: 0.4687957763671875 seconds
Testing time for Neural Network: 0.0023500919342041016 seconds
RMSE for Neural Network: 256.73871049553685
MAE for Neural Network: 196.8839625056116
Training time for Neural Network: 0.4165668487548828 seconds
Testing time for Neural Network: 0.0005791187286376953 seconds
RMSE for Neural Network: 0.28853025700220714
MAE for Neural Network: 0.22646377783831773
Training time for Neural Network: 0.4248030185699463 seconds
Testing time for Neural Network: 0.0006330013275146484 seconds
RMSE for Neural Network: 0.3769576534468843
MAE for Neural Network: 0.2979587438566147
Training time for Neural Network: 0.4087040424346924 seconds
Testing time for Neural Network: 0.0005908012390136719 seconds
RMSE for Neural Network: 257.5347458099678
MAE for Neural Network: 197.9208794554145
Training time for Neural Network: 0.3654630184173584 seconds
Testing time for Neural Network: 0.0005919933319091797 seconds
RMSE for Neural Network: 258.39190096531377
MAE for Neural Network: 199.03493087764397
Training time for Neural Network: 0.25905513763427734 seconds
Testing time for Neural Network: 0.0022699832916259766 seconds
RMSE for Neural Network: 258.0961200377418
MAE for Neural Network: 198.65079009039061
Training time for Neural Network: 0.31231188774108887 seconds
Testing time for Neural Network: 0.0024080276489257812 seconds
RMSE for Neural Network: 257.7874616641267
MAE for Neural Network: 198.24960180599
Training time for Neural Network: 0.32375121116638184 seconds
Testing time for Neural Network: 0.0013427734375 seconds
RMSE for Neural Network: 0.22264752857852163
MAE for Neural Network: 0.15862654782119495
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Testing time for Neural Network: 0.0014531612396240234 seconds
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MAE for Neural Network: 198.61248586046116
Training time for Neural Network: 0.32131195068359375 seconds
Testing time for Neural Network: 0.002825021743774414 seconds
RMSE for Neural Network: 258.1098424566488
MAE for Neural Network: 198.6686185536006
Training time for Neural Network: 0.2953462600708008 seconds
Testing time for Neural Network: 0.0005688667297363281 seconds
RMSE for Neural Network: 255.89887888384987
MAE for Neural Network: 195.79892420799507
Training time for Neural Network: 0.3631448745727539 seconds
Testing time for Neural Network: 0.0005731582641601562 seconds
RMSE for Neural Network: 256.5380321400547
MAE for Neural Network: 196.6241320946221
Training time for Neural Network: 0.3021728992462158 seconds
Testing time for Neural Network: 0.0005249977111816406 seconds
RMSE for Neural Network: 0.3153606789388853
MAE for Neural Network: 0.23175084410750826
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Testing time for Neural Network: 0.0013599395751953125 seconds
RMSE for Neural Network: 256.82343914063574
MAE for Neural Network: 196.99443676668594
Training time for Neural Network: 0.38411426544189453 seconds
Testing time for Neural Network: 0.002936840057373047 seconds
RMSE for Neural Network: 258.29059171492304
MAE for Neural Network: 198.90339110594635
Training time for Neural Network: 0.37984180450439453 seconds
Testing time for Neural Network: 0.0005769729614257812 seconds
RMSE for Neural Network: 258.1756703177285
MAE for Neural Network: 198.75413447022532
Training time for Neural Network: 0.4294097423553467 seconds
Testing time for Neural Network: 0.0021500587463378906 seconds
RMSE for Neural Network: 257.4502022587537
MAE for Neural Network: 197.81085882244474
Training time for Neural Network: 0.43962693214416504 seconds
Testing time for Neural Network: 0.001219034194946289 seconds
RMSE for Neural Network: 0.21372569479061862
MAE for Neural Network: 0.165573562621764
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Testing time for Neural Network: 0.001310110092163086 seconds
RMSE for Neural Network: 257.1621543999786
MAE for Neural Network: 197.43581964942038
Training time for Neural Network: 0.4325888156890869 seconds
Testing time for Neural Network: 0.0018310546875 seconds
RMSE for Neural Network: 258.3140920274305
MAE for Neural Network: 198.9339070268209
Training time for Neural Network: 0.3010897636413574 seconds
Testing time for Neural Network: 0.0018889904022216797 seconds
RMSE for Neural Network: 258.2336594774254
MAE for Neural Network: 198.82945484033021
Training time for Neural Network: 0.9806790351867676 seconds
Testing time for Neural Network: 0.0006060600280761719 seconds
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MAE for Neural Network: 0.4620679302417463
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Testing time for Neural Network: 0.0010900497436523438 seconds
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MAE for Neural Network: 0.10839995592031304
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Testing time for Neural Network: 0.0016541481018066406 seconds
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MAE for Neural Network: 0.18694769096120836
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Testing time for Neural Network: 0.000530242919921875 seconds
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Testing time for Neural Network: 0.0005970001220703125 seconds
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MAE for Neural Network: 198.03455271700668
Training time for Neural Network: 0.1782689094543457 seconds
Testing time for Neural Network: 0.0011630058288574219 seconds
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MAE for Neural Network: 196.52344207747166
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Testing time for Neural Network: 0.0014219284057617188 seconds
RMSE for Neural Network: 0.2657885590767828
MAE for Neural Network: 0.20949033254588145
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Testing time for Neural Network: 0.002782106399536133 seconds
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Testing time for Neural Network: 0.0014519691467285156 seconds
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MAE for Neural Network: 197.45563608973853
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Testing time for Neural Network: 0.0005450248718261719 seconds
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MAE for Neural Network: 196.6756664113018
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Testing time for Neural Network: 0.0014300346374511719 seconds
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MAE for Neural Network: 198.37506942588632
Training time for Neural Network: 0.44788503646850586 seconds
Testing time for Neural Network: 0.0015878677368164062 seconds
RMSE for Neural Network: 0.27306429725582143
MAE for Neural Network: 0.2212937030716306
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Testing time for Neural Network: 0.0006082057952880859 seconds
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MAE for Neural Network: 196.0287736055543
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Testing time for Neural Network: 0.001516103744506836 seconds
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MAE for Neural Network: 0.28137492803940595
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Testing time for Neural Network: 0.0005440711975097656 seconds
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Testing time for Neural Network: 0.0010759830474853516 seconds
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MAE for Neural Network: 197.27712897410547
Training time for Neural Network: 0.41565799713134766 seconds
Testing time for Neural Network: 0.0005688667297363281 seconds
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MAE for Neural Network: 0.29224876850192166
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Testing time for Neural Network: 0.00043272972106933594 seconds
RMSE for Neural Network: 255.90681171684693
MAE for Neural Network: 195.8072622909927
Training time for Neural Network: 0.15405488014221191 seconds
Testing time for Neural Network: 0.0004088878631591797 seconds
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MAE for Neural Network: 0.6267333149063014
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Testing time for Neural Network: 0.0025000572204589844 seconds
RMSE for Neural Network: 1.1196018424037792
MAE for Neural Network: 0.8833676263563265
Training time for Neural Network: 0.4771409034729004 seconds
Testing time for Neural Network: 0.0017189979553222656 seconds
RMSE for Neural Network: 0.285542964555455
MAE for Neural Network: 0.22460270043358363
Training time for Neural Network: 0.22913789749145508 seconds
Testing time for Neural Network: 0.0004870891571044922 seconds
RMSE for Neural Network: 255.8488032505018
MAE for Neural Network: 195.73674238210143
Training time for Neural Network: 0.4559328556060791 seconds
Testing time for Neural Network: 0.0005640983581542969 seconds
RMSE for Neural Network: 257.2590521579362
MAE for Neural Network: 197.56201340895413
Training time for Neural Network: 0.4352240562438965 seconds
Testing time for Neural Network: 0.0006008148193359375 seconds
RMSE for Neural Network: 258.4690225605022
MAE for Neural Network: 199.13504173897024
Training time for Neural Network: 0.46317291259765625 seconds
Testing time for Neural Network: 0.0007700920104980469 seconds
RMSE for Neural Network: 258.2231709236742
MAE for Neural Network: 198.8158324351385
Training time for Neural Network: 0.42726898193359375 seconds
Testing time for Neural Network: 0.0052301883697509766 seconds
RMSE for Neural Network: 0.5389415563194364
MAE for Neural Network: 0.3955938212495178
Training time for Neural Network: 0.507152795791626 seconds
Testing time for Neural Network: 0.0014979839324951172 seconds
RMSE for Neural Network: 256.7987713693745
MAE for Neural Network: 196.96227608813894
Training time for Neural Network: 0.3482680320739746 seconds
Testing time for Neural Network: 0.002298116683959961 seconds
RMSE for Neural Network: 0.45837651878957725
MAE for Neural Network: 0.35933498395692526
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Testing time for Neural Network: 0.0005800724029541016 seconds
RMSE for Neural Network: 256.2155922034894
MAE for Neural Network: 196.20745918022843
Training time for Neural Network: 0.42837095260620117 seconds
Testing time for Neural Network: 0.0005910396575927734 seconds
RMSE for Neural Network: 0.29728880297149535
MAE for Neural Network: 0.22785099899768135
Training time for Neural Network: 0.266495943069458 seconds
Testing time for Neural Network: 0.0008609294891357422 seconds
RMSE for Neural Network: 0.370572177175266
MAE for Neural Network: 0.2775563339305265
Training time for Neural Network: 0.47782397270202637 seconds
Testing time for Neural Network: 0.004736900329589844 seconds
RMSE for Neural Network: 256.80473435746705
MAE for Neural Network: 196.97005054933916
Training time for Neural Network: 0.48932814598083496 seconds
Testing time for Neural Network: 0.0006248950958251953 seconds
RMSE for Neural Network: 0.21553121272774922
MAE for Neural Network: 0.17180873042016104
Training time for Neural Network: 0.3646371364593506 seconds
Testing time for Neural Network: 0.0009448528289794922 seconds
RMSE for Neural Network: 0.176886205621895
MAE for Neural Network: 0.12848394795565884
Training time for Neural Network: 0.47343993186950684 seconds
Testing time for Neural Network: 0.0005931854248046875 seconds
RMSE for Neural Network: 256.021461313284
MAE for Neural Network: 195.95641529513938
Training time for Neural Network: 0.39745402336120605 seconds
Testing time for Neural Network: 0.0005879402160644531 seconds
RMSE for Neural Network: 0.3513660773095361
MAE for Neural Network: 0.278080315146446
Training time for Neural Network: 0.13166522979736328 seconds
Testing time for Neural Network: 0.0011489391326904297 seconds
RMSE for Neural Network: 0.35137375699203044
MAE for Neural Network: 0.26059735047310406
Training time for Neural Network: 0.4675178527832031 seconds
Testing time for Neural Network: 0.0005908012390136719 seconds
RMSE for Neural Network: 0.19187314359490115
MAE for Neural Network: 0.14973644305614425
Training time for Neural Network: 0.3810138702392578 seconds
Testing time for Neural Network: 0.000576019287109375 seconds
RMSE for Neural Network: 256.3412331993484
MAE for Neural Network: 196.36986258917906
Training time for Neural Network: 0.4181649684906006 seconds
Testing time for Neural Network: 0.0015020370483398438 seconds
RMSE for Neural Network: 0.20466193362133994
MAE for Neural Network: 0.15928046748412722
Training time for Neural Network: 0.9472541809082031 seconds
Testing time for Neural Network: 0.0006618499755859375 seconds
RMSE for Neural Network: 255.9926565621549
MAE for Neural Network: 195.91915444936677
Training time for Neural Network: 0.31369709968566895 seconds
Testing time for Neural Network: 0.0013568401336669922 seconds
RMSE for Neural Network: 257.8568123059421
MAE for Neural Network: 198.33977129557718
Training time for Neural Network: 0.48578906059265137 seconds
Testing time for Neural Network: 0.0015807151794433594 seconds
RMSE for Neural Network: 258.2170867837101
MAE for Neural Network: 198.80793025446968
Training time for Neural Network: 0.37799501419067383 seconds
Testing time for Neural Network: 0.00061798095703125 seconds
RMSE for Neural Network: 258.0950290262226
MAE for Neural Network: 198.64937259666013
Training time for Neural Network: 0.39090776443481445 seconds
Testing time for Neural Network: 0.0013129711151123047 seconds
RMSE for Neural Network: 0.15659918627883984
MAE for Neural Network: 0.12039170737254429
Training time for Neural Network: 0.37602996826171875 seconds
Testing time for Neural Network: 0.002271890640258789 seconds
RMSE for Neural Network: 256.44821250960166
MAE for Neural Network: 196.50809974651057
Training time for Neural Network: 0.42205119132995605 seconds
Testing time for Neural Network: 0.0014178752899169922 seconds
RMSE for Neural Network: 0.2096189715463811
MAE for Neural Network: 0.1724301101488198
Training time for Neural Network: 0.4044780731201172 seconds
Testing time for Neural Network: 0.0006120204925537109 seconds
RMSE for Neural Network: 258.3505887906106
MAE for Neural Network: 198.9812954864229
Training time for Neural Network: 0.3868899345397949 seconds
Testing time for Neural Network: 0.0006380081176757812 seconds
RMSE for Neural Network: 256.946923067708
MAE for Neural Network: 197.1553968294113
Training time for Neural Network: 0.46009397506713867 seconds
Testing time for Neural Network: 0.0006260871887207031 seconds
RMSE for Neural Network: 0.2578946189261504
MAE for Neural Network: 0.19174945987552086
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Testing time for Neural Network: 0.0005087852478027344 seconds
RMSE for Neural Network: 256.4699554427384
MAE for Neural Network: 196.53619069818657
Training time for Neural Network: 0.3017559051513672 seconds
Testing time for Neural Network: 0.002624034881591797 seconds
RMSE for Neural Network: 257.9614078722665
MAE for Neural Network: 198.475734477648
Training time for Neural Network: 0.4476180076599121 seconds
Testing time for Neural Network: 0.0006189346313476562 seconds
RMSE for Neural Network: 255.9985380942454
MAE for Neural Network: 195.92676284004926
Training time for Neural Network: 0.2587289810180664 seconds
Testing time for Neural Network: 0.0005381107330322266 seconds
RMSE for Neural Network: 258.1068913423147
MAE for Neural Network: 198.6647844571188
Training time for Neural Network: 0.414351224899292 seconds
Testing time for Neural Network: 0.001813650131225586 seconds
RMSE for Neural Network: 0.20448043174551458
MAE for Neural Network: 0.15168231377019098
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Testing time for Neural Network: 0.0005881786346435547 seconds
RMSE for Neural Network: 7.027133012085217
MAE for Neural Network: 5.445080869686365
Training time for Neural Network: 0.43181300163269043 seconds
Testing time for Neural Network: 0.0006301403045654297 seconds
RMSE for Neural Network: 257.8942040688637
MAE for Neural Network: 198.3883810038096
Training time for Neural Network: 0.4925708770751953 seconds
Testing time for Neural Network: 0.001493215560913086 seconds
RMSE for Neural Network: 0.2903675492532652
MAE for Neural Network: 0.21579413350268759
Training time for Neural Network: 0.5323488712310791 seconds
Testing time for Neural Network: 0.002629995346069336 seconds
RMSE for Neural Network: 257.3228964609902
MAE for Neural Network: 197.6451422830156
Training time for Neural Network: 0.5427589416503906 seconds
Testing time for Neural Network: 0.0026290416717529297 seconds
RMSE for Neural Network: 257.7948944485191
MAE for Neural Network: 198.25926669067223
Training time for Neural Network: 1.2004480361938477 seconds
Testing time for Neural Network: 0.027903079986572266 seconds
RMSE for Neural Network: 257.11243315205945
MAE for Neural Network: 197.37105285824526
Training time for Neural Network: 0.9579019546508789 seconds
Testing time for Neural Network: 0.0006430149078369141 seconds
RMSE for Neural Network: 0.17352777762831598
MAE for Neural Network: 0.12897092106964209
Training time for Neural Network: 0.4294860363006592 seconds
Testing time for Neural Network: 0.0005919933319091797 seconds
RMSE for Neural Network: 258.3583012275144
MAE for Neural Network: 198.99130895133857
Training time for Neural Network: 0.6417508125305176 seconds
Testing time for Neural Network: 0.005802154541015625 seconds
RMSE for Neural Network: 0.25407683336616277
MAE for Neural Network: 0.19034376331770717
Training time for Neural Network: 0.6482629776000977 seconds
Testing time for Neural Network: 0.0014770030975341797 seconds
RMSE for Neural Network: 258.31783567769213
MAE for Neural Network: 198.93876810266806
Training time for Neural Network: 0.42940807342529297 seconds
Testing time for Neural Network: 0.0006420612335205078 seconds
RMSE for Neural Network: 256.3512623481662
MAE for Neural Network: 196.38282383852905
Training time for Neural Network: 0.5130338668823242 seconds
Testing time for Neural Network: 0.0014688968658447266 seconds
RMSE for Neural Network: 256.509803216089
MAE for Neural Network: 196.58766799440528
Training time for Neural Network: 0.4053318500518799 seconds
Testing time for Neural Network: 0.0005919933319091797 seconds
RMSE for Neural Network: 0.20047721645118102
MAE for Neural Network: 0.160883026513631
Training time for Neural Network: 0.48412084579467773 seconds
Testing time for Neural Network: 0.0006389617919921875 seconds
RMSE for Neural Network: 0.20542112134501933
MAE for Neural Network: 0.15679448069277135
Training time for Neural Network: 0.5281920433044434 seconds
Testing time for Neural Network: 0.0005769729614257812 seconds
RMSE for Neural Network: 0.14730403598935235
MAE for Neural Network: 0.11316151953982594
Training time for Neural Network: 0.34853291511535645 seconds
Testing time for Neural Network: 0.0005922317504882812 seconds
RMSE for Neural Network: 255.97376081423408
MAE for Neural Network: 195.89470994195355
Training time for Neural Network: 0.5166070461273193 seconds
Testing time for Neural Network: 0.0006928443908691406 seconds
RMSE for Neural Network: 256.4038044383223
MAE for Neural Network: 196.4507211891738
Training time for Neural Network: 0.9366207122802734 seconds
Testing time for Neural Network: 0.000823974609375 seconds
RMSE for Neural Network: 0.4867812639539742
MAE for Neural Network: 0.3970145092189009
Training time for Neural Network: 0.5851600170135498 seconds
Testing time for Neural Network: 0.003281116485595703 seconds
RMSE for Neural Network: 0.8970277528586609
MAE for Neural Network: 0.7130154921161025
Training time for Neural Network: 0.3734121322631836 seconds
Testing time for Neural Network: 0.0006086826324462891 seconds
RMSE for Neural Network: 0.29025402152581825
MAE for Neural Network: 0.23059525598511157
Training time for Neural Network: 0.26868224143981934 seconds
Testing time for Neural Network: 0.0012958049774169922 seconds
RMSE for Neural Network: 258.038558299148
MAE for Neural Network: 198.5759975276539
Training time for Neural Network: 0.6313529014587402 seconds
Testing time for Neural Network: 0.0039730072021484375 seconds
RMSE for Neural Network: 255.90214453701412
MAE for Neural Network: 195.80297905999726
Training time for Neural Network: 0.6030161380767822 seconds
Testing time for Neural Network: 0.002234935760498047 seconds
RMSE for Neural Network: 0.23268266110220598
MAE for Neural Network: 0.18116950120032826
Training time for Neural Network: 0.817328929901123 seconds
Testing time for Neural Network: 0.0006649494171142578 seconds
RMSE for Neural Network: 0.22364533544849782
MAE for Neural Network: 0.1682446980401815
Training time for Neural Network: 0.8157267570495605 seconds
Testing time for Neural Network: 0.004007816314697266 seconds
RMSE for Neural Network: 257.86236446701406
MAE for Neural Network: 198.34698947430286
Training time for Neural Network: 1.0216081142425537 seconds
Testing time for Neural Network: 0.004086971282958984 seconds
RMSE for Neural Network: 257.20907271032996
MAE for Neural Network: 197.49692734194068
Training time for Neural Network: 1.1273760795593262 seconds
Testing time for Neural Network: 0.0016739368438720703 seconds
RMSE for Neural Network: 256.31877242662654
MAE for Neural Network: 196.34083393747937
Training time for Neural Network: 0.828315019607544 seconds
Testing time for Neural Network: 0.0007810592651367188 seconds
RMSE for Neural Network: 258.44571412711684
MAE for Neural Network: 199.10478742530373
Training time for Neural Network: 1.2498817443847656 seconds
Testing time for Neural Network: 0.0029251575469970703 seconds
RMSE for Neural Network: 256.41919171775515
MAE for Neural Network: 196.47060349911084
Training time for Neural Network: 1.5327742099761963 seconds
Testing time for Neural Network: 0.0013430118560791016 seconds
RMSE for Neural Network: 0.2032739846445641
MAE for Neural Network: 0.16318379129100616
Training time for Neural Network: 0.8661551475524902 seconds
Testing time for Neural Network: 0.0007748603820800781 seconds
RMSE for Neural Network: 0.5021673969140192
MAE for Neural Network: 0.40423418200811945
Training time for Neural Network: 0.9937548637390137 seconds
Testing time for Neural Network: 0.0013949871063232422 seconds
RMSE for Neural Network: 257.1774827961796
MAE for Neural Network: 197.45578462627847
Training time for Neural Network: 1.0843760967254639 seconds
Testing time for Neural Network: 0.000598907470703125 seconds
RMSE for Neural Network: 0.455129082997603
MAE for Neural Network: 0.3588722520738955
Training time for Neural Network: 0.8938391208648682 seconds
Testing time for Neural Network: 0.002688884735107422 seconds
RMSE for Neural Network: 0.5228797937256138
MAE for Neural Network: 0.4273689407303889
Training time for Neural Network: 0.7687969207763672 seconds
Testing time for Neural Network: 0.0013680458068847656 seconds
RMSE for Neural Network: 256.08596644604825
MAE for Neural Network: 196.03984618993374
Training time for Neural Network: 0.7647309303283691 seconds
Testing time for Neural Network: 0.0017998218536376953 seconds
RMSE for Neural Network: 0.17736648312239237
MAE for Neural Network: 0.1388632662559528
Training time for Neural Network: 1.2689208984375 seconds
Testing time for Neural Network: 0.0006222724914550781 seconds
RMSE for Neural Network: 0.26442310825361937
MAE for Neural Network: 0.21450292977100469
Training time for Neural Network: 0.789038896560669 seconds
Testing time for Neural Network: 0.0011830329895019531 seconds
RMSE for Neural Network: 0.21275951368375334
MAE for Neural Network: 0.16605150583745057
Training time for Neural Network: 0.8185288906097412 seconds
Testing time for Neural Network: 0.000926971435546875 seconds
RMSE for Neural Network: 257.4045774900045
MAE for Neural Network: 197.7514746792239
Training time for Neural Network: 0.7164061069488525 seconds
Testing time for Neural Network: 0.0008177757263183594 seconds
RMSE for Neural Network: 258.0651879732456
MAE for Neural Network: 198.61060009140144
Training time for Neural Network: 0.1420583724975586 seconds
Testing time for Neural Network: 0.00046896934509277344 seconds
RMSE for Neural Network: 257.93606951973123
MAE for Neural Network: 198.44280078724856
Training time for Neural Network: 0.7748029232025146 seconds
Testing time for Neural Network: 0.0010628700256347656 seconds
RMSE for Neural Network: 256.24056900929264
MAE for Neural Network: 196.2397486407304
Training time for Neural Network: 0.7365140914916992 seconds
Testing time for Neural Network: 0.005224943161010742 seconds
RMSE for Neural Network: 256.32432387503695
MAE for Neural Network: 196.34800888234014
Training time for Neural Network: 0.5738751888275146 seconds
Testing time for Neural Network: 0.0015540122985839844 seconds
RMSE for Neural Network: 0.609385599540145
MAE for Neural Network: 0.4790585003780376
Training time for Neural Network: 0.8278069496154785 seconds
Testing time for Neural Network: 0.00066375732421875 seconds
RMSE for Neural Network: 0.4043347194770812
MAE for Neural Network: 0.27344212281900687
Training time for Neural Network: 0.6850612163543701 seconds
Testing time for Neural Network: 0.0010769367218017578 seconds
RMSE for Neural Network: 255.96531169793164
MAE for Neural Network: 195.8837793192188
Training time for Neural Network: 0.8613121509552002 seconds
Testing time for Neural Network: 0.006220102310180664 seconds
RMSE for Neural Network: 256.6736279512087
MAE for Neural Network: 196.79924579446975
Training time for Neural Network: 0.7740721702575684 seconds
Testing time for Neural Network: 0.001149892807006836 seconds
RMSE for Neural Network: 256.5036694453719
MAE for Neural Network: 196.57974445631237
Training time for Neural Network: 0.6558897495269775 seconds
Testing time for Neural Network: 0.0006251335144042969 seconds
RMSE for Neural Network: 257.30570417543345
MAE for Neural Network: 197.62275837113413
Training time for Neural Network: 0.6542651653289795 seconds
Testing time for Neural Network: 0.0014607906341552734 seconds
RMSE for Neural Network: 255.93069149199587
MAE for Neural Network: 195.8409104820447
Training time for Neural Network: 0.14395713806152344 seconds
Testing time for Neural Network: 0.0005137920379638672 seconds
RMSE for Neural Network: 256.4087234593661
MAE for Neural Network: 196.45707727738912
Training time for Neural Network: 0.543914794921875 seconds
Testing time for Neural Network: 0.0022542476654052734 seconds
RMSE for Neural Network: 256.91554379712585
MAE for Neural Network: 197.11449938949926
Training time for Neural Network: 0.5471980571746826 seconds
Testing time for Neural Network: 0.0005977153778076172 seconds
RMSE for Neural Network: 256.3795690024568
MAE for Neural Network: 196.4194042402606
Training time for Neural Network: 0.5786290168762207 seconds
Testing time for Neural Network: 0.0007228851318359375 seconds
RMSE for Neural Network: 0.17433338643344498
MAE for Neural Network: 0.12617932366410947
Training time for Neural Network: 0.6300830841064453 seconds
Testing time for Neural Network: 0.00436711311340332 seconds
RMSE for Neural Network: 0.2709818161994816
MAE for Neural Network: 0.20308650619775712
Training time for Neural Network: 0.618077278137207 seconds
Testing time for Neural Network: 0.00084686279296875 seconds
RMSE for Neural Network: 257.47854668267007
MAE for Neural Network: 197.84774759096936
Training time for Neural Network: 0.24095416069030762 seconds
Testing time for Neural Network: 0.0032918453216552734 seconds
RMSE for Neural Network: 1.0814347590491509
MAE for Neural Network: 0.6200411463322021
Training time for Neural Network: 0.5209121704101562 seconds
Testing time for Neural Network: 0.0006270408630371094 seconds
RMSE for Neural Network: 0.2171489198367582
MAE for Neural Network: 0.1728684060975003
Training time for Neural Network: 0.6189501285552979 seconds
Testing time for Neural Network: 0.0008349418640136719 seconds
RMSE for Neural Network: 0.30995197241505035
MAE for Neural Network: 0.23865954144055437
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Testing time for Neural Network: 0.0007789134979248047 seconds
RMSE for Neural Network: 256.44465456947546
MAE for Neural Network: 196.50350287864953
Training time for Neural Network: 0.6336150169372559 seconds
Testing time for Neural Network: 0.0006458759307861328 seconds
RMSE for Neural Network: 258.38837803893125
MAE for Neural Network: 199.03035730910406
Training time for Neural Network: 0.1911320686340332 seconds
Testing time for Neural Network: 0.0021071434020996094 seconds
RMSE for Neural Network: 257.33761025515076
MAE for Neural Network: 197.6642984376083
Training time for Neural Network: 1.0640802383422852 seconds
Testing time for Neural Network: 0.0017480850219726562 seconds
RMSE for Neural Network: 0.20311908739299686
MAE for Neural Network: 0.1545323168072097
Training time for Neural Network: 0.5967609882354736 seconds
Testing time for Neural Network: 0.0018281936645507812 seconds
RMSE for Neural Network: 257.32404143470706
MAE for Neural Network: 197.64663297230953
Training time for Neural Network: 0.6404871940612793 seconds
Testing time for Neural Network: 0.0008530616760253906 seconds
RMSE for Neural Network: 0.18475412689790885
MAE for Neural Network: 0.1475803045435103
Training time for Neural Network: 0.7101247310638428 seconds
Testing time for Neural Network: 0.0015642642974853516 seconds
RMSE for Neural Network: 0.5109619152468753
MAE for Neural Network: 0.4058361056111828
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Testing time for Neural Network: 0.0008780956268310547 seconds
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MAE for Neural Network: 0.34554062651529427
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Testing time for Neural Network: 0.0013828277587890625 seconds
RMSE for Neural Network: 0.12731571531260671
MAE for Neural Network: 0.10206955050896407
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Testing time for Neural Network: 0.0006301403045654297 seconds
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MAE for Neural Network: 198.09150942462517
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Testing time for Neural Network: 0.0008108615875244141 seconds
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MAE for Neural Network: 0.17349468838243706
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Testing time for Neural Network: 0.0007998943328857422 seconds
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MAE for Neural Network: 198.6791719284617
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Testing time for Neural Network: 0.0008499622344970703 seconds
RMSE for Neural Network: 0.3684000865182705
MAE for Neural Network: 0.2980308358334587
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Testing time for Neural Network: 0.0018601417541503906 seconds
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MAE for Neural Network: 199.05906428440306
Training time for Neural Network: 0.12054991722106934 seconds
Testing time for Neural Network: 0.0012562274932861328 seconds
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MAE for Neural Network: 198.33983612140872
Training time for Neural Network: 0.5220417976379395 seconds
Testing time for Neural Network: 0.0006430149078369141 seconds
RMSE for Neural Network: 257.49467561207365
MAE for Neural Network: 197.86873728198455
Training time for Neural Network: 0.5064711570739746 seconds
Testing time for Neural Network: 0.0008258819580078125 seconds
RMSE for Neural Network: 0.4681292809523181
MAE for Neural Network: 0.3717499257980135
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Testing time for Neural Network: 0.0010790824890136719 seconds
RMSE for Neural Network: 257.82874133844865
MAE for Neural Network: 198.30327552808774
Training time for Neural Network: 0.5838310718536377 seconds
Testing time for Neural Network: 0.0009059906005859375 seconds
RMSE for Neural Network: 256.9487356009167
MAE for Neural Network: 197.15775904566829
Training time for Neural Network: 0.5478661060333252 seconds
Testing time for Neural Network: 0.0008800029754638672 seconds
RMSE for Neural Network: 257.4758701543741
MAE for Neural Network: 197.8442643514138
Training time for Neural Network: 0.5072147846221924 seconds
Testing time for Neural Network: 0.0017561912536621094 seconds
RMSE for Neural Network: 256.265733795452
MAE for Neural Network: 196.27227887383867
Training time for Neural Network: 0.5205309391021729 seconds
Testing time for Neural Network: 0.0008151531219482422 seconds
RMSE for Neural Network: 257.7457423651652
MAE for Neural Network: 198.19535043075584
Training time for Neural Network: 0.21336698532104492 seconds
Testing time for Neural Network: 0.001230001449584961 seconds
RMSE for Neural Network: 256.23937534577874
MAE for Neural Network: 196.2382055495191
Training time for Neural Network: 0.5947840213775635 seconds
Testing time for Neural Network: 0.0009081363677978516 seconds
RMSE for Neural Network: 255.84170370045734
MAE for Neural Network: 195.7279257599215
Training time for Neural Network: 0.44700098037719727 seconds
Testing time for Neural Network: 0.0013530254364013672 seconds
RMSE for Neural Network: 257.6274950489414
MAE for Neural Network: 198.04154975709596
Training time for Neural Network: 0.49054598808288574 seconds
Testing time for Neural Network: 0.0010008811950683594 seconds
RMSE for Neural Network: 0.8146093714168205
MAE for Neural Network: 0.6115531095460528
Training time for Neural Network: 0.5289719104766846 seconds
Testing time for Neural Network: 0.0023660659790039062 seconds
RMSE for Neural Network: 0.2882114857029259
MAE for Neural Network: 0.2164720923265525
Training time for Neural Network: 0.5245230197906494 seconds
Testing time for Neural Network: 0.0017440319061279297 seconds
RMSE for Neural Network: 0.19245852287273704
MAE for Neural Network: 0.15496690454152326
Training time for Neural Network: 0.5847327709197998 seconds
Testing time for Neural Network: 0.002070903778076172 seconds
RMSE for Neural Network: 0.26920176341958535
MAE for Neural Network: 0.20071754665064312
Training time for Neural Network: 0.5708520412445068 seconds
Testing time for Neural Network: 0.001402139663696289 seconds
RMSE for Neural Network: 258.35206843351835
MAE for Neural Network: 198.98321660099205
Training time for Neural Network: 0.5132999420166016 seconds
Testing time for Neural Network: 0.0008521080017089844 seconds
RMSE for Neural Network: 0.5381107861325467
MAE for Neural Network: 0.4221897953615553
Training time for Neural Network: 1.1981468200683594 seconds
Testing time for Neural Network: 0.0013880729675292969 seconds
RMSE for Neural Network: 0.29307752940341486
MAE for Neural Network: 0.23984472613770452
Training time for Neural Network: 0.430772066116333 seconds
Testing time for Neural Network: 0.0013229846954345703 seconds
RMSE for Neural Network: 0.34599181873942675
MAE for Neural Network: 0.27260898069497663
Training time for Neural Network: 0.6102569103240967 seconds
Testing time for Neural Network: 0.0009398460388183594 seconds
RMSE for Neural Network: 256.988045272351
MAE for Neural Network: 197.20898721382832
Training time for Neural Network: 0.20992803573608398 seconds
Testing time for Neural Network: 0.001291036605834961 seconds
RMSE for Neural Network: 0.7970505409364325
MAE for Neural Network: 0.6623314697562046
Training time for Neural Network: 0.5955820083618164 seconds
Testing time for Neural Network: 0.000865936279296875 seconds
RMSE for Neural Network: 0.21210889215298562
MAE for Neural Network: 0.16602572162589319
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Testing time for Neural Network: 0.0013611316680908203 seconds
RMSE for Neural Network: 0.2739301864997367
MAE for Neural Network: 0.21787926071871222
Training time for Neural Network: 0.5224189758300781 seconds
Testing time for Neural Network: 0.0009090900421142578 seconds
RMSE for Neural Network: 257.515281698786
MAE for Neural Network: 197.89555208090226
Training time for Neural Network: 0.4968991279602051 seconds
Testing time for Neural Network: 0.0008108615875244141 seconds
RMSE for Neural Network: 0.2388203094047663
MAE for Neural Network: 0.18969440483532538
Training time for Neural Network: 0.4964289665222168 seconds
Testing time for Neural Network: 0.0006561279296875 seconds
RMSE for Neural Network: 0.27941801694987756
MAE for Neural Network: 0.21361336753943974
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Testing time for Neural Network: 0.00140380859375 seconds
RMSE for Neural Network: 0.28407906886462364
MAE for Neural Network: 0.2260811114127852
Training time for Neural Network: 0.7014272212982178 seconds
Testing time for Neural Network: 0.0008800029754638672 seconds
RMSE for Neural Network: 0.17136606995777406
MAE for Neural Network: 0.1436709415108934
Training time for Neural Network: 0.5933840274810791 seconds
Testing time for Neural Network: 0.001039743423461914 seconds
RMSE for Neural Network: 258.27888024762996
MAE for Neural Network: 198.88818267300238
Training time for Neural Network: 0.493649959564209 seconds
Testing time for Neural Network: 0.0011260509490966797 seconds
RMSE for Neural Network: 0.2289749664374585
MAE for Neural Network: 0.1670395980568649
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Testing time for Neural Network: 0.0007889270782470703 seconds
RMSE for Neural Network: 0.43519482105496704
MAE for Neural Network: 0.33758264952937195
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Testing time for Neural Network: 0.0007660388946533203 seconds
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MAE for Neural Network: 0.1890683286161243
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Testing time for Neural Network: 0.0008828639984130859 seconds
RMSE for Neural Network: 257.2796426522837
MAE for Neural Network: 197.58882495800927
Training time for Neural Network: 0.50140380859375 seconds
Testing time for Neural Network: 0.0013570785522460938 seconds
RMSE for Neural Network: 258.4272983938478
MAE for Neural Network: 199.0808825079466
Training time for Neural Network: 0.6229610443115234 seconds
Testing time for Neural Network: 0.0067861080169677734 seconds
RMSE for Neural Network: 257.5471627083667
MAE for Neural Network: 197.93703605977814
Training time for Neural Network: 0.5810799598693848 seconds
Testing time for Neural Network: 0.0007710456848144531 seconds
RMSE for Neural Network: 257.39871729249285
MAE for Neural Network: 197.74384665223002
Training time for Neural Network: 0.6557528972625732 seconds
Testing time for Neural Network: 0.0006458759307861328 seconds
RMSE for Neural Network: 0.15126746876985203
MAE for Neural Network: 0.110147394840318
Training time for Neural Network: 0.541755199432373 seconds
Testing time for Neural Network: 0.0014069080352783203 seconds
RMSE for Neural Network: 256.6139637466499
MAE for Neural Network: 196.7222011209795
Training time for Neural Network: 0.6433179378509521 seconds
Testing time for Neural Network: 0.0007929801940917969 seconds
RMSE for Neural Network: 0.2223015486430408
MAE for Neural Network: 0.1511174160110916
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Testing time for Neural Network: 0.0008070468902587891 seconds
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MAE for Neural Network: 196.90595255548894
Training time for Neural Network: 0.7377119064331055 seconds
Testing time for Neural Network: 0.0008599758148193359 seconds
RMSE for Neural Network: 257.0186222876203
MAE for Neural Network: 197.2488312452737
Training time for Neural Network: 0.5656869411468506 seconds
Testing time for Neural Network: 0.0014801025390625 seconds
RMSE for Neural Network: 255.8810540123527
MAE for Neural Network: 195.77679101683094
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Testing time for Neural Network: 0.001371145248413086 seconds
RMSE for Neural Network: 257.3386432819616
MAE for Neural Network: 197.66564332528978
Training time for Neural Network: 0.5564539432525635 seconds
Testing time for Neural Network: 0.0008370876312255859 seconds
RMSE for Neural Network: 0.31835069717925324
MAE for Neural Network: 0.2509105126099767
Training time for Neural Network: 0.9038112163543701 seconds
Testing time for Neural Network: 0.005137920379638672 seconds
RMSE for Neural Network: 256.05870309200867
MAE for Neural Network: 196.00458559894523
Training time for Neural Network: 1.0164999961853027 seconds
Testing time for Neural Network: 0.001280069351196289 seconds
RMSE for Neural Network: 257.0127484412269
MAE for Neural Network: 197.24117746128312
Training time for Neural Network: 0.5482511520385742 seconds
Testing time for Neural Network: 0.001336812973022461 seconds
RMSE for Neural Network: 0.4186889081003141
MAE for Neural Network: 0.32776529273615723
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Testing time for Neural Network: 0.0008461475372314453 seconds
RMSE for Neural Network: 256.1017858514738
MAE for Neural Network: 196.0603047303806
Training time for Neural Network: 0.6002097129821777 seconds
Testing time for Neural Network: 0.0008699893951416016 seconds
RMSE for Neural Network: 255.8434993094285
MAE for Neural Network: 195.73015566492953
Training time for Neural Network: 0.5095663070678711 seconds
Testing time for Neural Network: 0.0009598731994628906 seconds
RMSE for Neural Network: 0.4172677645601244
MAE for Neural Network: 0.3248661202566905
Training time for Neural Network: 0.3043498992919922 seconds
Testing time for Neural Network: 0.0012788772583007812 seconds
RMSE for Neural Network: 0.5999532812768682
MAE for Neural Network: 0.4879468853204096
Training time for Neural Network: 1.020758867263794 seconds
Testing time for Neural Network: 0.002847909927368164 seconds
RMSE for Neural Network: 0.23069801679261287
MAE for Neural Network: 0.17394190913028354
Training time for Neural Network: 0.4136009216308594 seconds
Testing time for Neural Network: 0.0006079673767089844 seconds
RMSE for Neural Network: 0.19521940989967695
MAE for Neural Network: 0.14035161932996978
Training time for Neural Network: 0.6369130611419678 seconds
Testing time for Neural Network: 0.0008389949798583984 seconds
RMSE for Neural Network: 0.18261859560086666
MAE for Neural Network: 0.13966248503191916
Training time for Neural Network: 0.643355131149292 seconds
Testing time for Neural Network: 0.0006480216979980469 seconds
RMSE for Neural Network: 0.31827274408837497
MAE for Neural Network: 0.25560047681578835
Training time for Neural Network: 0.5604269504547119 seconds
Testing time for Neural Network: 0.0013680458068847656 seconds
RMSE for Neural Network: 257.69441780250435
MAE for Neural Network: 198.12860013529504
Training time for Neural Network: 0.5492451190948486 seconds
Testing time for Neural Network: 0.0008697509765625 seconds
RMSE for Neural Network: 0.23348670395518029
MAE for Neural Network: 0.18054614618533002
Training time for Neural Network: 0.6377830505371094 seconds
Testing time for Neural Network: 0.0009300708770751953 seconds
RMSE for Neural Network: 256.71726810578576
MAE for Neural Network: 196.8560005910358
Training time for Neural Network: 0.6037540435791016 seconds
Testing time for Neural Network: 0.0008728504180908203 seconds
RMSE for Neural Network: 257.5347661558613
MAE for Neural Network: 197.92090592950044
Training time for Neural Network: 0.33332180976867676 seconds
Testing time for Neural Network: 0.0013048648834228516 seconds
RMSE for Neural Network: 0.23255724348093956
MAE for Neural Network: 0.18484625534584978
Training time for Neural Network: 0.46501684188842773 seconds
Testing time for Neural Network: 0.0008008480072021484 seconds
RMSE for Neural Network: 258.36246597931864
MAE for Neural Network: 198.9967161837466
Training time for Neural Network: 0.5381410121917725 seconds
Testing time for Neural Network: 0.0008802413940429688 seconds
RMSE for Neural Network: 0.2829696949697239
MAE for Neural Network: 0.2087188350857577
Training time for Neural Network: 0.6025700569152832 seconds
Testing time for Neural Network: 0.0008609294891357422 seconds
RMSE for Neural Network: 256.7009141377404
MAE for Neural Network: 196.83467312481196
Training time for Neural Network: 0.599297046661377 seconds
Testing time for Neural Network: 0.001132965087890625 seconds
RMSE for Neural Network: 256.99092471625687
MAE for Neural Network: 197.21273947571643
Training time for Neural Network: 0.5528831481933594 seconds
Testing time for Neural Network: 0.001352071762084961 seconds
RMSE for Neural Network: 255.82160298044522
MAE for Neural Network: 195.70296260995602
Training time for Neural Network: 0.6349959373474121 seconds
Testing time for Neural Network: 0.00086212158203125 seconds
RMSE for Neural Network: 0.13409557663971403
MAE for Neural Network: 0.10010685508749033
Training time for Neural Network: 0.643524169921875 seconds
Testing time for Neural Network: 0.0008730888366699219 seconds
RMSE for Neural Network: 256.4777967501774
MAE for Neural Network: 196.54632092560473
Training time for Neural Network: 0.5721659660339355 seconds
Testing time for Neural Network: 0.000823974609375 seconds
RMSE for Neural Network: 257.8139414869137
MAE for Neural Network: 198.28403276617544
Training time for Neural Network: 0.5684630870819092 seconds
Testing time for Neural Network: 0.0006432533264160156 seconds
RMSE for Neural Network: 256.5587985981468
MAE for Neural Network: 196.650954917379
Training time for Neural Network: 0.6369678974151611 seconds
Testing time for Neural Network: 0.002084970474243164 seconds
RMSE for Neural Network: 0.1878377001746541
MAE for Neural Network: 0.1460393444953623
Training time for Neural Network: 0.5728681087493896 seconds
Testing time for Neural Network: 0.0008351802825927734 seconds
RMSE for Neural Network: 256.8743169340227
MAE for Neural Network: 197.06076201344794
Training time for Neural Network: 1.211292028427124 seconds
Testing time for Neural Network: 0.0012450218200683594 seconds
RMSE for Neural Network: 257.1274286604047
MAE for Neural Network: 197.39058689438934
Training time for Neural Network: 0.5730860233306885 seconds
Testing time for Neural Network: 0.0008740425109863281 seconds
RMSE for Neural Network: 258.22076857199755
MAE for Neural Network: 198.8127122367006
Training time for Neural Network: 0.5768208503723145 seconds
Testing time for Neural Network: 0.0009551048278808594 seconds
RMSE for Neural Network: 0.2286785732235179
MAE for Neural Network: 0.18152232840792856
Training time for Neural Network: 0.17293787002563477 seconds
Testing time for Neural Network: 0.0005130767822265625 seconds
RMSE for Neural Network: 0.6651021992390577
MAE for Neural Network: 0.5058078109541048
Training time for Neural Network: 0.4230189323425293 seconds
Testing time for Neural Network: 0.0007719993591308594 seconds
RMSE for Neural Network: 257.66546134333794
MAE for Neural Network: 198.0909366787768
Training time for Neural Network: 0.5963802337646484 seconds
Testing time for Neural Network: 0.0015227794647216797 seconds
RMSE for Neural Network: 256.4979884468519
MAE for Neural Network: 196.5724056856503
Training time for Neural Network: 0.5057768821716309 seconds
Testing time for Neural Network: 0.0008602142333984375 seconds
RMSE for Neural Network: 255.9647236788553
MAE for Neural Network: 195.88301858936887
Training time for Neural Network: 0.7487390041351318 seconds
Testing time for Neural Network: 0.0012459754943847656 seconds
RMSE for Neural Network: 256.02693475970693
MAE for Neural Network: 195.9634952239433
Training time for Neural Network: 0.4697737693786621 seconds
Testing time for Neural Network: 0.002031087875366211 seconds
RMSE for Neural Network: 256.0143201368595
MAE for Neural Network: 195.94717798877411
Training time for Neural Network: 0.5055580139160156 seconds
Testing time for Neural Network: 0.0007991790771484375 seconds
RMSE for Neural Network: 257.43575181089926
MAE for Neural Network: 197.7920512443383
Training time for Neural Network: 0.6574611663818359 seconds
Testing time for Neural Network: 0.0009219646453857422 seconds
RMSE for Neural Network: 257.33426945835345
MAE for Neural Network: 197.65994906066447
Training time for Neural Network: 0.48699021339416504 seconds
Testing time for Neural Network: 0.0006079673767089844 seconds
RMSE for Neural Network: 0.1718664321765796
MAE for Neural Network: 0.13023179585408579
Training time for Neural Network: 0.623291015625 seconds
Testing time for Neural Network: 0.0013790130615234375 seconds
RMSE for Neural Network: 258.00438054885853
MAE for Neural Network: 198.53158340022435
Training time for Neural Network: 0.5637218952178955 seconds
Testing time for Neural Network: 0.0008189678192138672 seconds
RMSE for Neural Network: 257.63609419667534
MAE for Neural Network: 198.05273605259333
Training time for Neural Network: 0.3997960090637207 seconds
Testing time for Neural Network: 0.0007910728454589844 seconds
RMSE for Neural Network: 0.4440196281294526
MAE for Neural Network: 0.35765612440993805
Training time for Neural Network: 0.1932988166809082 seconds
Testing time for Neural Network: 0.00048804283142089844 seconds
RMSE for Neural Network: 256.0549947435886
MAE for Neural Network: 195.9988533275074
Training time for Neural Network: 0.5326650142669678 seconds
Testing time for Neural Network: 0.0007748603820800781 seconds
RMSE for Neural Network: 257.9107321109524
MAE for Neural Network: 198.40986609291238
Training time for Neural Network: 0.5513360500335693 seconds
Testing time for Neural Network: 0.0008041858673095703 seconds
RMSE for Neural Network: 258.05069210640295
MAE for Neural Network: 198.59176448582548
Training time for Neural Network: 0.595372200012207 seconds
Testing time for Neural Network: 0.0006427764892578125 seconds
RMSE for Neural Network: 0.36582373117201894
MAE for Neural Network: 0.2800740302605733
Training time for Neural Network: 0.677642822265625 seconds
Testing time for Neural Network: 0.0006198883056640625 seconds
RMSE for Neural Network: 257.475426194979
MAE for Neural Network: 197.8436865792944
Training time for Neural Network: 0.7006840705871582 seconds
Testing time for Neural Network: 0.001336812973022461 seconds
RMSE for Neural Network: 256.4887480462802
MAE for Neural Network: 196.56046859986444
Training time for Neural Network: 0.5919852256774902 seconds
Testing time for Neural Network: 0.004178762435913086 seconds
RMSE for Neural Network: 255.90888764852818
MAE for Neural Network: 195.81135163942963
Training time for Neural Network: 0.5972652435302734 seconds
Testing time for Neural Network: 0.0006368160247802734 seconds
RMSE for Neural Network: 256.15188207896676
MAE for Neural Network: 196.12508608737417
Training time for Neural Network: 0.18063020706176758 seconds
Testing time for Neural Network: 0.0005147457122802734 seconds
RMSE for Neural Network: 0.4095457283689732
MAE for Neural Network: 0.3181489950131271
Training time for Neural Network: 0.7467150688171387 seconds
Testing time for Neural Network: 0.004359006881713867 seconds
RMSE for Neural Network: 0.2175572126834545
MAE for Neural Network: 0.17410119419037884
Training time for Neural Network: 0.7012729644775391 seconds
Testing time for Neural Network: 0.0008449554443359375 seconds
RMSE for Neural Network: 0.228233854725756
MAE for Neural Network: 0.17806927822344598
Training time for Neural Network: 0.8206300735473633 seconds
Testing time for Neural Network: 0.0009009838104248047 seconds
RMSE for Neural Network: 256.4297385847931
MAE for Neural Network: 196.48423089964592
Training time for Neural Network: 0.5348310470581055 seconds
Testing time for Neural Network: 0.0019299983978271484 seconds
RMSE for Neural Network: 257.92385924783616
MAE for Neural Network: 198.42692960961125
Training time for Neural Network: 1.2311880588531494 seconds
Testing time for Neural Network: 0.001354217529296875 seconds
RMSE for Neural Network: 0.13548922840196145
MAE for Neural Network: 0.1034300438720275
Training time for Neural Network: 0.7087399959564209 seconds
Testing time for Neural Network: 0.0019049644470214844 seconds
RMSE for Neural Network: 257.31688386137677
MAE for Neural Network: 197.6373141517797
Training time for Neural Network: 0.7188549041748047 seconds
Testing time for Neural Network: 0.0008831024169921875 seconds
RMSE for Neural Network: 258.20324413772903
MAE for Neural Network: 198.7899507224842
Training time for Neural Network: 0.5322928428649902 seconds
Testing time for Neural Network: 0.0054111480712890625 seconds
RMSE for Neural Network: 256.10042235674257
MAE for Neural Network: 196.05854141784303
Training time for Neural Network: 0.6287951469421387 seconds
Testing time for Neural Network: 0.0012161731719970703 seconds
RMSE for Neural Network: 256.20007120389295
MAE for Neural Network: 196.18739285778997
Training time for Neural Network: 0.6618039608001709 seconds
Testing time for Neural Network: 0.0006611347198486328 seconds
RMSE for Neural Network: 0.2022175017962874
MAE for Neural Network: 0.15110797286863195
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Testing time for Neural Network: 0.0009059906005859375 seconds
RMSE for Neural Network: 0.4606587889255419
MAE for Neural Network: 0.36083301870730167
Training time for Neural Network: 0.5782279968261719 seconds
Testing time for Neural Network: 0.0014522075653076172 seconds
RMSE for Neural Network: 0.30604578516062986
MAE for Neural Network: 0.24390668874516855
Training time for Neural Network: 0.6450588703155518 seconds
Testing time for Neural Network: 0.001416921615600586 seconds
RMSE for Neural Network: 0.12092262313622626
MAE for Neural Network: 0.09777985261702266
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Testing time for Neural Network: 0.0018491744995117188 seconds
RMSE for Neural Network: 0.24481291540817363
MAE for Neural Network: 0.19354897644846158
Training time for Neural Network: 0.5732288360595703 seconds
Testing time for Neural Network: 0.0008389949798583984 seconds
RMSE for Neural Network: 0.15943129823624622
MAE for Neural Network: 0.12863763636332762
Training time for Neural Network: 0.66107177734375 seconds
Testing time for Neural Network: 0.0006761550903320312 seconds
RMSE for Neural Network: 256.26308623564614
MAE for Neural Network: 196.26885650936163
Training time for Neural Network: 0.6162021160125732 seconds
Testing time for Neural Network: 0.0008630752563476562 seconds
RMSE for Neural Network: 0.5663772074022193
MAE for Neural Network: 0.43905077312814017
Training time for Neural Network: 0.5422120094299316 seconds
Testing time for Neural Network: 0.0009419918060302734 seconds
RMSE for Neural Network: 0.4322649813728665
MAE for Neural Network: 0.3394613505607297
Training time for Neural Network: 0.592919111251831 seconds
Testing time for Neural Network: 0.0008330345153808594 seconds
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MAE for Neural Network: 196.95757053123143
Training time for Neural Network: 0.384249210357666 seconds
Testing time for Neural Network: 0.0014510154724121094 seconds
RMSE for Neural Network: 257.2655850589424
MAE for Neural Network: 197.5705202724332
Training time for Neural Network: 0.546633243560791 seconds
Testing time for Neural Network: 0.0013799667358398438 seconds
RMSE for Neural Network: 0.18807188119797671
MAE for Neural Network: 0.1485769224615461
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Testing time for Neural Network: 0.0019230842590332031 seconds
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MAE for Neural Network: 0.1714690249731379
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Testing time for Neural Network: 0.0008707046508789062 seconds
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MAE for Neural Network: 198.46338369909475
Training time for Neural Network: 0.5996260643005371 seconds
Testing time for Neural Network: 0.0013418197631835938 seconds
RMSE for Neural Network: 258.01474358658976
MAE for Neural Network: 198.54505063852304
Training time for Neural Network: 0.5704450607299805 seconds
Testing time for Neural Network: 0.0007901191711425781 seconds
RMSE for Neural Network: 0.33095904102239104
MAE for Neural Network: 0.26332864706922715
Training time for Neural Network: 0.6757440567016602 seconds
Testing time for Neural Network: 0.001416921615600586 seconds
RMSE for Neural Network: 256.00884237307827
MAE for Neural Network: 195.94009222850735
Training time for Neural Network: 0.5158040523529053 seconds
Testing time for Neural Network: 0.0013539791107177734 seconds
RMSE for Neural Network: 257.1419818957711
MAE for Neural Network: 197.40954404051766
Training time for Neural Network: 0.5943000316619873 seconds
Testing time for Neural Network: 0.0008170604705810547 seconds
RMSE for Neural Network: 257.39540847546886
MAE for Neural Network: 197.7395396203133
Training time for Neural Network: 0.5023078918457031 seconds
Testing time for Neural Network: 0.000820159912109375 seconds
RMSE for Neural Network: 258.436264135923
MAE for Neural Network: 199.09252081766542
Training time for Neural Network: 0.543377161026001 seconds
Testing time for Neural Network: 0.0008389949798583984 seconds
RMSE for Neural Network: 257.5143821629918
MAE for Neural Network: 197.89438154173914
Training time for Neural Network: 1.10748291015625 seconds
Testing time for Neural Network: 0.0009071826934814453 seconds
RMSE for Neural Network: 258.29921890035473
MAE for Neural Network: 198.914594008417
Training time for Neural Network: 0.6366078853607178 seconds
Testing time for Neural Network: 0.0008108615875244141 seconds
RMSE for Neural Network: 257.37928228842753
MAE for Neural Network: 197.71854788134087
Training time for Neural Network: 0.7024898529052734 seconds
Testing time for Neural Network: 0.0006499290466308594 seconds
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MAE for Neural Network: 0.2487540791757487
Training time for Neural Network: 0.5348701477050781 seconds
Testing time for Neural Network: 0.0015020370483398438 seconds
RMSE for Neural Network: 0.25307244670767143
MAE for Neural Network: 0.18892517673723477
Training time for Neural Network: 0.5952072143554688 seconds
Testing time for Neural Network: 0.0031960010528564453 seconds
RMSE for Neural Network: 258.24639314822616
MAE for Neural Network: 198.8459926653494
Training time for Neural Network: 0.5699682235717773 seconds
Testing time for Neural Network: 0.0006377696990966797 seconds
RMSE for Neural Network: 256.99903577323124
MAE for Neural Network: 197.22330900116904
Training time for Neural Network: 0.6110601425170898 seconds
Testing time for Neural Network: 0.0009379386901855469 seconds
RMSE for Neural Network: 256.60816554885884
MAE for Neural Network: 196.714713210519
Training time for Neural Network: 0.6517610549926758 seconds
Testing time for Neural Network: 0.0009386539459228516 seconds
RMSE for Neural Network: 0.20012872567052903
MAE for Neural Network: 0.1585422809259636
Training time for Neural Network: 0.45300793647766113 seconds
Testing time for Neural Network: 0.0006189346313476562 seconds
RMSE for Neural Network: 256.74747916640905
MAE for Neural Network: 196.8953968057802
Training time for Neural Network: 0.6312568187713623 seconds
Testing time for Neural Network: 0.0008440017700195312 seconds
RMSE for Neural Network: 14.236582798883944
MAE for Neural Network: 11.018975593421372
Training time for Neural Network: 0.4981400966644287 seconds
Testing time for Neural Network: 0.0016849040985107422 seconds
RMSE for Neural Network: 0.3337469121150153
MAE for Neural Network: 0.2752579701731613
Training time for Neural Network: 0.637336015701294 seconds
Testing time for Neural Network: 0.0008299350738525391 seconds
RMSE for Neural Network: 0.1824404862863747
MAE for Neural Network: 0.14186781328319725
Training time for Neural Network: 0.5734388828277588 seconds
Testing time for Neural Network: 0.001821756362915039 seconds
RMSE for Neural Network: 0.3048750010730745
MAE for Neural Network: 0.25061737290951724
Training time for Neural Network: 0.6035118103027344 seconds
Testing time for Neural Network: 0.0006220340728759766 seconds
RMSE for Neural Network: 258.031792553842
MAE for Neural Network: 198.5672057353604
Training time for Neural Network: 0.13010001182556152 seconds
Testing time for Neural Network: 0.001210927963256836 seconds
RMSE for Neural Network: 0.778429964950625
MAE for Neural Network: 0.6094708413576341
Training time for Neural Network: 0.7370030879974365 seconds
Testing time for Neural Network: 0.0010988712310791016 seconds
RMSE for Neural Network: 0.2365080346099513
MAE for Neural Network: 0.18650604433330856
Training time for Neural Network: 0.6591107845306396 seconds
Testing time for Neural Network: 0.002869129180908203 seconds
RMSE for Neural Network: 0.13463985294118994
MAE for Neural Network: 0.09271064939651334
Training time for Neural Network: 1.3058319091796875 seconds
Testing time for Neural Network: 0.0008733272552490234 seconds
RMSE for Neural Network: 255.87545368083383
MAE for Neural Network: 195.76983684453097
Training time for Neural Network: 0.6608309745788574 seconds
Testing time for Neural Network: 0.0006670951843261719 seconds
RMSE for Neural Network: 0.12787628355087038
MAE for Neural Network: 0.09938141875806782
Training time for Neural Network: 0.7091283798217773 seconds
Testing time for Neural Network: 0.0008859634399414062 seconds
RMSE for Neural Network: 257.63403007492394
MAE for Neural Network: 198.05005094078314
Training time for Neural Network: 0.7440590858459473 seconds
Testing time for Neural Network: 0.0008111000061035156 seconds
RMSE for Neural Network: 0.2922533207528193
MAE for Neural Network: 0.24247999823101224
Training time for Neural Network: 1.0384011268615723 seconds
Testing time for Neural Network: 0.004181861877441406 seconds
RMSE for Neural Network: 258.0817010503565
MAE for Neural Network: 198.63205592765132
Training time for Neural Network: 1.1895859241485596 seconds
Testing time for Neural Network: 0.0006349086761474609 seconds
RMSE for Neural Network: 256.52351323313746
MAE for Neural Network: 196.60537796358577
Training time for Neural Network: 1.5024678707122803 seconds
Testing time for Neural Network: 0.001299142837524414 seconds
RMSE for Neural Network: 0.17642288598824368
MAE for Neural Network: 0.13325701313091237
Training time for Neural Network: 1.053682804107666 seconds
Testing time for Neural Network: 0.0011048316955566406 seconds
RMSE for Neural Network: 0.4990070135762053
MAE for Neural Network: 0.4025499166464266
Training time for Neural Network: 0.17709803581237793 seconds
Testing time for Neural Network: 0.0005292892456054688 seconds
RMSE for Neural Network: 0.41752001420711937
MAE for Neural Network: 0.33082485418779
Training time for Neural Network: 1.039626121520996 seconds
Testing time for Neural Network: 0.003641843795776367 seconds
RMSE for Neural Network: 0.3201433680049968
MAE for Neural Network: 0.25521998690851144
Training time for Neural Network: 0.6904640197753906 seconds
Testing time for Neural Network: 0.0008652210235595703 seconds
RMSE for Neural Network: 0.18678460777777944
MAE for Neural Network: 0.1507008449094793
Training time for Neural Network: 0.6040871143341064 seconds
Testing time for Neural Network: 0.001544952392578125 seconds
RMSE for Neural Network: 0.27586846816616867
MAE for Neural Network: 0.21984148090338237
Training time for Neural Network: 0.6983458995819092 seconds
Testing time for Neural Network: 0.0052280426025390625 seconds
RMSE for Neural Network: 258.0735645772924
MAE for Neural Network: 198.62148413157604
Training time for Neural Network: 0.7156050205230713 seconds
Testing time for Neural Network: 0.0008170604705810547 seconds
RMSE for Neural Network: 0.20251375476218345
MAE for Neural Network: 0.14215306056381055
Training time for Neural Network: 0.6322050094604492 seconds
Testing time for Neural Network: 0.0009407997131347656 seconds
RMSE for Neural Network: 256.5822866416138
MAE for Neural Network: 196.68129121619734
Training time for Neural Network: 0.5302226543426514 seconds
Testing time for Neural Network: 0.0008342266082763672 seconds
RMSE for Neural Network: 0.14400291838382234
MAE for Neural Network: 0.11346867503095238
Training time for Neural Network: 0.4896411895751953 seconds
Testing time for Neural Network: 0.0007760524749755859 seconds
RMSE for Neural Network: 0.46949017160321177
MAE for Neural Network: 0.38280009661129666
Training time for Neural Network: 0.8132309913635254 seconds
Testing time for Neural Network: 0.0014150142669677734 seconds
RMSE for Neural Network: 256.78246657911393
MAE for Neural Network: 196.94101748354444
Training time for Neural Network: 0.6555271148681641 seconds
Testing time for Neural Network: 0.0015339851379394531 seconds
RMSE for Neural Network: 0.3967343746593853
MAE for Neural Network: 0.3226820109639678
Training time for Neural Network: 0.2470850944519043 seconds
Testing time for Neural Network: 0.0013189315795898438 seconds
RMSE for Neural Network: 257.6584263430889
MAE for Neural Network: 198.08178586280206
Training time for Neural Network: 0.6314949989318848 seconds
Testing time for Neural Network: 0.0008549690246582031 seconds
RMSE for Neural Network: 258.37315992444604
MAE for Neural Network: 199.0106002059774
Training time for Neural Network: 0.606738805770874 seconds
Testing time for Neural Network: 0.0033159255981445312 seconds
RMSE for Neural Network: 257.18077959677873
MAE for Neural Network: 197.4600785450236
Training time for Neural Network: 0.6460800170898438 seconds
Testing time for Neural Network: 0.002438068389892578 seconds
RMSE for Neural Network: 0.36182130479788693
MAE for Neural Network: 0.2960358030373601
Training time for Neural Network: 0.6251959800720215 seconds
Testing time for Neural Network: 0.0023860931396484375 seconds
RMSE for Neural Network: 0.3197344363897749
MAE for Neural Network: 0.23495967301898493
Training time for Neural Network: 0.6019110679626465 seconds
Testing time for Neural Network: 0.0008051395416259766 seconds
RMSE for Neural Network: 0.24681065818953768
MAE for Neural Network: 0.19989986618924804
Training time for Neural Network: 0.639761209487915 seconds
Testing time for Neural Network: 0.0011758804321289062 seconds
RMSE for Neural Network: 258.1003397879268
MAE for Neural Network: 198.65627255046158
Training time for Neural Network: 0.7030191421508789 seconds
Testing time for Neural Network: 0.0009288787841796875 seconds
RMSE for Neural Network: 256.13994056717115
MAE for Neural Network: 196.109644871696
Training time for Neural Network: 0.6933891773223877 seconds
Testing time for Neural Network: 0.0008687973022460938 seconds
RMSE for Neural Network: 0.23516467218408726
MAE for Neural Network: 0.18523587533445557
Training time for Neural Network: 0.17928624153137207 seconds
Testing time for Neural Network: 0.0004630088806152344 seconds
RMSE for Neural Network: 255.94232227691708
MAE for Neural Network: 195.8540366099
Training time for Neural Network: 0.35953378677368164 seconds
Testing time for Neural Network: 0.0012960433959960938 seconds
RMSE for Neural Network: 256.37542400330915
MAE for Neural Network: 196.41404787764827
Training time for Neural Network: 0.6872413158416748 seconds
Testing time for Neural Network: 0.011064767837524414 seconds
RMSE for Neural Network: 0.5217048614213083
MAE for Neural Network: 0.4043935053784392
Training time for Neural Network: 1.071105718612671 seconds
Testing time for Neural Network: 0.0006210803985595703 seconds
RMSE for Neural Network: 0.297969160838869
MAE for Neural Network: 0.24279303700459196
Training time for Neural Network: 0.5869290828704834 seconds
Testing time for Neural Network: 0.0013718605041503906 seconds
RMSE for Neural Network: 0.19104642085270696
MAE for Neural Network: 0.1536026686413859
Training time for Neural Network: 0.34569597244262695 seconds
Testing time for Neural Network: 0.0018410682678222656 seconds
RMSE for Neural Network: 257.6732048005979
MAE for Neural Network: 198.10100882431377
Training time for Neural Network: 0.6892440319061279 seconds
Testing time for Neural Network: 0.0006191730499267578 seconds
RMSE for Neural Network: 257.18541568941174
MAE for Neural Network: 197.46611676015584
Training time for Neural Network: 0.5365509986877441 seconds
Testing time for Neural Network: 0.0007579326629638672 seconds
RMSE for Neural Network: 0.4997068199744226
MAE for Neural Network: 0.4123667568979857
Training time for Neural Network: 0.563330888748169 seconds
Testing time for Neural Network: 0.00086212158203125 seconds
RMSE for Neural Network: 257.74251246951303
MAE for Neural Network: 198.19115005241045
Training time for Neural Network: 0.6045210361480713 seconds
Testing time for Neural Network: 0.0008790493011474609 seconds
RMSE for Neural Network: 0.23698847618374203
MAE for Neural Network: 0.1810586397692254
Training time for Neural Network: 0.6318299770355225 seconds
Testing time for Neural Network: 0.0008769035339355469 seconds
RMSE for Neural Network: 256.44008686706655
MAE for Neural Network: 196.49760132955728
Training time for Neural Network: 0.5763819217681885 seconds
Testing time for Neural Network: 0.00090789794921875 seconds
RMSE for Neural Network: 0.13817689819009948
MAE for Neural Network: 0.09778779600858244
Training time for Neural Network: 0.6785049438476562 seconds
Testing time for Neural Network: 0.0026013851165771484 seconds
RMSE for Neural Network: 256.52837001714795
MAE for Neural Network: 196.61165157420245
Training time for Neural Network: 0.6692368984222412 seconds
Testing time for Neural Network: 0.0008561611175537109 seconds
RMSE for Neural Network: 0.3689974174176983
MAE for Neural Network: 0.2957233910019801
Training time for Neural Network: 0.7108700275421143 seconds
Testing time for Neural Network: 0.0016570091247558594 seconds
RMSE for Neural Network: 0.28764255293545427
MAE for Neural Network: 0.23022926066643712
Training time for Neural Network: 0.6477220058441162 seconds
Testing time for Neural Network: 0.0016260147094726562 seconds
RMSE for Neural Network: 0.32276147776066966
MAE for Neural Network: 0.26458218228194746
Training time for Neural Network: 0.5402278900146484 seconds
Testing time for Neural Network: 0.0018982887268066406 seconds
RMSE for Neural Network: 0.1672151699520451
MAE for Neural Network: 0.1321185583444513
Training time for Neural Network: 0.6242570877075195 seconds
Testing time for Neural Network: 0.001378774642944336 seconds
RMSE for Neural Network: 257.70664752390763
MAE for Neural Network: 198.14450636596408
Training time for Neural Network: 0.7222251892089844 seconds
Testing time for Neural Network: 0.0015308856964111328 seconds
RMSE for Neural Network: 9.39864214410013
MAE for Neural Network: 7.306906906677121
Training time for Neural Network: 0.6363430023193359 seconds
Testing time for Neural Network: 0.002852201461791992 seconds
RMSE for Neural Network: 257.3499278511051
MAE for Neural Network: 197.68033435313953
Training time for Neural Network: 0.7790188789367676 seconds
Testing time for Neural Network: 0.0015881061553955078 seconds
RMSE for Neural Network: 256.99889505215265
MAE for Neural Network: 197.22312562939308
Training time for Neural Network: 0.7433557510375977 seconds
Testing time for Neural Network: 0.0020160675048828125 seconds
RMSE for Neural Network: 258.35642991137763
MAE for Neural Network: 198.98887934141592
Training time for Neural Network: 0.6559388637542725 seconds
Testing time for Neural Network: 0.002026081085205078 seconds
RMSE for Neural Network: 0.20183557016928774
MAE for Neural Network: 0.16545320218439202
Training time for Neural Network: 0.5337939262390137 seconds
Testing time for Neural Network: 0.002107858657836914 seconds
RMSE for Neural Network: 258.4307597831893
MAE for Neural Network: 199.08537572387505
Training time for Neural Network: 0.6234679222106934 seconds
Testing time for Neural Network: 0.0018341541290283203 seconds
RMSE for Neural Network: 256.64386169138226
MAE for Neural Network: 196.76081005059052
Training time for Neural Network: 0.6282799243927002 seconds
Testing time for Neural Network: 0.0013821125030517578 seconds
RMSE for Neural Network: 258.42390819235436
MAE for Neural Network: 199.07648166071849
Training time for Neural Network: 0.7021560668945312 seconds
Testing time for Neural Network: 0.0013949871063232422 seconds
RMSE for Neural Network: 256.66994783398354
MAE for Neural Network: 196.79449400489182
Training time for Neural Network: 0.22252607345581055 seconds
Testing time for Neural Network: 0.0005388259887695312 seconds
RMSE for Neural Network: 0.44548824555189526
MAE for Neural Network: 0.3162829991417896
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Testing time for Neural Network: 0.0007879734039306641 seconds
RMSE for Neural Network: 256.2335336985684
MAE for Neural Network: 196.23065377163354
Training time for Neural Network: 0.4978208541870117 seconds
Testing time for Neural Network: 0.0016632080078125 seconds
RMSE for Neural Network: 0.3348310398251214
MAE for Neural Network: 0.26513192905967636
Training time for Neural Network: 0.5518152713775635 seconds
Testing time for Neural Network: 0.0008661746978759766 seconds
RMSE for Neural Network: 257.1584534968463
MAE for Neural Network: 197.43099916145297
Training time for Neural Network: 0.6291978359222412 seconds
Testing time for Neural Network: 0.001806020736694336 seconds
RMSE for Neural Network: 0.1517437580763268
MAE for Neural Network: 0.1148163498878298
Training time for Neural Network: 0.5869569778442383 seconds
Testing time for Neural Network: 0.003656148910522461 seconds
RMSE for Neural Network: 0.4733290682928907
MAE for Neural Network: 0.37412410747019875
Training time for Neural Network: 0.564873218536377 seconds
Testing time for Neural Network: 0.0009119510650634766 seconds
RMSE for Neural Network: 0.2039794114175586
MAE for Neural Network: 0.1530215196083459
Training time for Neural Network: 0.6445066928863525 seconds
Testing time for Neural Network: 0.002964019775390625 seconds
RMSE for Neural Network: 0.19261169850234983
MAE for Neural Network: 0.15500839139073955
Training time for Neural Network: 0.599714994430542 seconds
Testing time for Neural Network: 0.0006439685821533203 seconds
RMSE for Neural Network: 257.12193758237845
MAE for Neural Network: 197.38343398349446
Training time for Neural Network: 0.5492160320281982 seconds
Testing time for Neural Network: 0.0024590492248535156 seconds
RMSE for Neural Network: 0.4657393667842631
MAE for Neural Network: 0.37478205145256893
Training time for Neural Network: 0.15652084350585938 seconds
Testing time for Neural Network: 0.0005161762237548828 seconds
RMSE for Neural Network: 257.0255308909362
MAE for Neural Network: 197.2578331898827
Training time for Neural Network: 0.5316019058227539 seconds
Testing time for Neural Network: 0.0008001327514648438 seconds
RMSE for Neural Network: 256.6852516333429
MAE for Neural Network: 196.8142540493605
Training time for Neural Network: 0.6272037029266357 seconds
Testing time for Neural Network: 0.0016222000122070312 seconds
RMSE for Neural Network: 258.30211091824333
MAE for Neural Network: 198.91834940452452
Training time for Neural Network: 0.507011890411377 seconds
Testing time for Neural Network: 0.001766204833984375 seconds
RMSE for Neural Network: 257.5912986697363
MAE for Neural Network: 197.99446046635066
Training time for Neural Network: 0.5662767887115479 seconds
Testing time for Neural Network: 0.0013422966003417969 seconds
RMSE for Neural Network: 0.37189741249601393
MAE for Neural Network: 0.2885472306343948
Training time for Neural Network: 0.5530078411102295 seconds
Testing time for Neural Network: 0.0006289482116699219 seconds
RMSE for Neural Network: 0.3394839935153504
MAE for Neural Network: 0.2715215560488536
Training time for Neural Network: 0.5742957592010498 seconds
Testing time for Neural Network: 0.0007872581481933594 seconds
RMSE for Neural Network: 256.4676568489076
MAE for Neural Network: 196.53322109114185
Training time for Neural Network: 0.5876250267028809 seconds
Testing time for Neural Network: 0.001271963119506836 seconds
RMSE for Neural Network: 0.2802750110610868
MAE for Neural Network: 0.22004405595500104
Training time for Neural Network: 0.672353982925415 seconds
Testing time for Neural Network: 0.0014278888702392578 seconds
RMSE for Neural Network: 257.53656051794724
MAE for Neural Network: 197.92324074856464
Training time for Neural Network: 0.5520436763763428 seconds
Testing time for Neural Network: 0.0008041858673095703 seconds
RMSE for Neural Network: 256.33098933272316
MAE for Neural Network: 196.3566234789553
Training time for Neural Network: 0.5958242416381836 seconds
Testing time for Neural Network: 0.0010728836059570312 seconds
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MAE for Neural Network: 198.17660737995033
Training time for Neural Network: 0.49697208404541016 seconds
Testing time for Neural Network: 0.0006380081176757812 seconds
RMSE for Neural Network: 257.128996113175
MAE for Neural Network: 197.39262870525127
Training time for Neural Network: 0.6572680473327637 seconds
Testing time for Neural Network: 0.0016510486602783203 seconds
RMSE for Neural Network: 0.13283859020843058
MAE for Neural Network: 0.10307537398437347
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Testing time for Neural Network: 0.0015518665313720703 seconds
RMSE for Neural Network: 256.26912929846463
MAE for Neural Network: 196.27666802957836
Training time for Neural Network: 0.5519680976867676 seconds
Testing time for Neural Network: 0.0014672279357910156 seconds
RMSE for Neural Network: 18.238913766452015
MAE for Neural Network: 14.259384219933088
Training time for Neural Network: 0.7772581577301025 seconds
Testing time for Neural Network: 0.0008728504180908203 seconds
RMSE for Neural Network: 256.73917158727716
MAE for Neural Network: 196.8845637736015
Training time for Neural Network: 0.5839719772338867 seconds
Testing time for Neural Network: 0.0009098052978515625 seconds
RMSE for Neural Network: 0.32918093296730927
MAE for Neural Network: 0.26129564974423036
Training time for Neural Network: 0.535703182220459 seconds
Testing time for Neural Network: 0.0007939338684082031 seconds
RMSE for Neural Network: 257.33801181397257
MAE for Neural Network: 197.6648212236266
Training time for Neural Network: 1.192173719406128 seconds
Testing time for Neural Network: 0.00092315673828125 seconds
RMSE for Neural Network: 257.6141206705445
MAE for Neural Network: 198.02415103683154
Training time for Neural Network: 0.19955778121948242 seconds
Testing time for Neural Network: 0.0004999637603759766 seconds
RMSE for Neural Network: 257.6707295785621
MAE for Neural Network: 198.09778925204708
Training time for Neural Network: 0.190842866897583 seconds
Testing time for Neural Network: 0.0005621910095214844 seconds
RMSE for Neural Network: 256.1496870126503
MAE for Neural Network: 196.12224775017188
Training time for Neural Network: 0.5091688632965088 seconds
Testing time for Neural Network: 0.0006101131439208984 seconds
RMSE for Neural Network: 0.27738795541390066
MAE for Neural Network: 0.21481847188939807
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Testing time for Neural Network: 0.0013611316680908203 seconds
RMSE for Neural Network: 257.96483382382803
MAE for Neural Network: 198.4801872095933
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Testing time for Neural Network: 0.0005829334259033203 seconds
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MAE for Neural Network: 197.0798234294697
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Testing time for Neural Network: 0.0009138584136962891 seconds
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MAE for Neural Network: 199.00730124764613
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Testing time for Neural Network: 0.0008618831634521484 seconds
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MAE for Neural Network: 197.085197096373
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Testing time for Neural Network: 0.0019178390502929688 seconds
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Training time for Neural Network: 0.7198529243469238 seconds
Testing time for Neural Network: 0.00084686279296875 seconds
RMSE for Neural Network: 0.10911636582835622
MAE for Neural Network: 0.07960395464029314
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Testing time for Neural Network: 0.0031082630157470703 seconds
RMSE for Neural Network: 0.17139409705608463
MAE for Neural Network: 0.13547917695681172
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Testing time for Neural Network: 0.0008928775787353516 seconds
RMSE for Neural Network: 0.35391613650771825
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Training time for Neural Network: 0.6291377544403076 seconds
Testing time for Neural Network: 0.0006191730499267578 seconds
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MAE for Neural Network: 0.7134368396534257
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Testing time for Neural Network: 0.0007910728454589844 seconds
RMSE for Neural Network: 0.6469823332606057
MAE for Neural Network: 0.5423068856697687
Training time for Neural Network: 0.7389621734619141 seconds
Testing time for Neural Network: 0.0008649826049804688 seconds
RMSE for Neural Network: 257.21230799837474
MAE for Neural Network: 197.50114078366937
Training time for Neural Network: 0.6337547302246094 seconds
Testing time for Neural Network: 0.001463174819946289 seconds
RMSE for Neural Network: 0.27369096905124285
MAE for Neural Network: 0.21176955043006182
Training time for Neural Network: 0.7122619152069092 seconds
Testing time for Neural Network: 0.0008881092071533203 seconds
RMSE for Neural Network: 256.2218432404967
MAE for Neural Network: 196.21554059046414
Training time for Neural Network: 0.7197470664978027 seconds
Testing time for Neural Network: 0.0008490085601806641 seconds
RMSE for Neural Network: 0.2855576016686987
MAE for Neural Network: 0.22599224186582906
Training time for Neural Network: 0.26081109046936035 seconds
Testing time for Neural Network: 0.001280069351196289 seconds
RMSE for Neural Network: 256.32508225798847
MAE for Neural Network: 196.348989042523
Training time for Neural Network: 0.17642712593078613 seconds
Testing time for Neural Network: 0.0012700557708740234 seconds
RMSE for Neural Network: 0.5060119427461344
MAE for Neural Network: 0.41350162806914953
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Testing time for Neural Network: 0.0022318363189697266 seconds
RMSE for Neural Network: 256.83601606582937
MAE for Neural Network: 197.01083313758903
Training time for Neural Network: 0.7786519527435303 seconds
Testing time for Neural Network: 0.0009121894836425781 seconds
RMSE for Neural Network: 0.25546242457457863
MAE for Neural Network: 0.19408045376768818
Training time for Neural Network: 0.5674278736114502 seconds
Testing time for Neural Network: 0.0024602413177490234 seconds
RMSE for Neural Network: 255.99945074178473
MAE for Neural Network: 195.92794343615023
Training time for Neural Network: 0.412830114364624 seconds
Testing time for Neural Network: 0.0008571147918701172 seconds
RMSE for Neural Network: 257.7812086154455
MAE for Neural Network: 198.2414707881271
Training time for Neural Network: 0.4195570945739746 seconds
Testing time for Neural Network: 0.000885009765625 seconds
RMSE for Neural Network: 0.4555343908620687
MAE for Neural Network: 0.34922534688635826
Training time for Neural Network: 0.49469494819641113 seconds
Testing time for Neural Network: 0.0007688999176025391 seconds
RMSE for Neural Network: 257.1130930614392
MAE for Neural Network: 197.37191251193846
Training time for Neural Network: 0.5544619560241699 seconds
Testing time for Neural Network: 0.0008559226989746094 seconds
RMSE for Neural Network: 255.8615797307872
MAE for Neural Network: 195.75260850004
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Testing time for Neural Network: 0.0006482601165771484 seconds
RMSE for Neural Network: 0.31537052530912835
MAE for Neural Network: 0.255535775295075
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Testing time for Neural Network: 0.0008032321929931641 seconds
RMSE for Neural Network: 1.042132961241898
MAE for Neural Network: 0.8479384073770313
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Testing time for Neural Network: 0.0015361309051513672 seconds
RMSE for Neural Network: 0.20972996835855018
MAE for Neural Network: 0.16547246508810143
Training time for Neural Network: 0.6506900787353516 seconds
Testing time for Neural Network: 0.0008771419525146484 seconds
RMSE for Neural Network: 0.1909494237107863
MAE for Neural Network: 0.14886093191757635
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Testing time for Neural Network: 0.00098419189453125 seconds
RMSE for Neural Network: 256.43894805867825
MAE for Neural Network: 196.4961299582654
Training time for Neural Network: 0.5762581825256348 seconds
Testing time for Neural Network: 0.0009720325469970703 seconds
RMSE for Neural Network: 0.17993275497561964
MAE for Neural Network: 0.13716476976513772
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Testing time for Neural Network: 0.0008540153503417969 seconds
RMSE for Neural Network: 0.2557740411973238
MAE for Neural Network: 0.20720601195494523
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Testing time for Neural Network: 0.0006191730499267578 seconds
RMSE for Neural Network: 17.619917580029757
MAE for Neural Network: 14.118264571313773
Training time for Neural Network: 0.6897420883178711 seconds
Testing time for Neural Network: 0.0008771419525146484 seconds
RMSE for Neural Network: 257.03842628466924
MAE for Neural Network: 197.27463550061202
Training time for Neural Network: 0.6488447189331055 seconds
Testing time for Neural Network: 0.0018889904022216797 seconds
RMSE for Neural Network: 255.91444097490188
MAE for Neural Network: 195.81824680569872
Training time for Neural Network: 0.563579797744751 seconds
Testing time for Neural Network: 0.0006310939788818359 seconds
RMSE for Neural Network: 0.1653082662327212
MAE for Neural Network: 0.11030922717276369
Training time for Neural Network: 0.49424099922180176 seconds
Testing time for Neural Network: 0.0008859634399414062 seconds
RMSE for Neural Network: 0.3201840277242959
MAE for Neural Network: 0.24722142498837704
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Testing time for Neural Network: 0.0009148120880126953 seconds
RMSE for Neural Network: 0.20207901007024703
MAE for Neural Network: 0.16083727553231403
Training time for Neural Network: 0.530738115310669 seconds
Testing time for Neural Network: 0.0008480548858642578 seconds
RMSE for Neural Network: 256.6769254502644
MAE for Neural Network: 196.8041801271
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Testing time for Neural Network: 0.0008938312530517578 seconds
RMSE for Neural Network: 256.44504442189486
MAE for Neural Network: 196.50400657117308
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Testing time for Neural Network: 0.0009143352508544922 seconds
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MAE for Neural Network: 196.521494222802
Training time for Neural Network: 0.5854887962341309 seconds
Testing time for Neural Network: 0.0014770030975341797 seconds
RMSE for Neural Network: 0.31272968469591206
MAE for Neural Network: 0.24647476031424173
Training time for Neural Network: 0.5949409008026123 seconds
Testing time for Neural Network: 0.002106189727783203 seconds
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MAE for Neural Network: 0.13426120434637004
Training time for Neural Network: 0.6574101448059082 seconds
Testing time for Neural Network: 0.001405954360961914 seconds
RMSE for Neural Network: 0.310319576607673
MAE for Neural Network: 0.2462687276108931
Training time for Neural Network: 0.20219087600708008 seconds
Testing time for Neural Network: 0.0005671977996826172 seconds
RMSE for Neural Network: 256.8655798774091
MAE for Neural Network: 197.0493728758294
Training time for Neural Network: 0.5735197067260742 seconds
Testing time for Neural Network: 0.0008292198181152344 seconds
RMSE for Neural Network: 13.738417321392953
MAE for Neural Network: 10.95328690640786
Training time for Neural Network: 0.9786787033081055 seconds
Testing time for Neural Network: 0.003281116485595703 seconds
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MAE for Neural Network: 0.08770665651672692
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Testing time for Neural Network: 0.0009291172027587891 seconds
RMSE for Neural Network: 256.8232349658656
MAE for Neural Network: 196.99417058210682
Training time for Neural Network: 0.6193580627441406 seconds
Testing time for Neural Network: 0.0019719600677490234 seconds
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MAE for Neural Network: 196.08545808830357
Training time for Neural Network: 0.5369811058044434 seconds
Testing time for Neural Network: 0.0013339519500732422 seconds
RMSE for Neural Network: 256.4663892057711
MAE for Neural Network: 196.53158338536895
Training time for Neural Network: 0.6224851608276367 seconds
Testing time for Neural Network: 0.0009021759033203125 seconds
RMSE for Neural Network: 258.3040028620328
MAE for Neural Network: 198.92080615046044
Training time for Neural Network: 0.6861989498138428 seconds
Testing time for Neural Network: 0.0009088516235351562 seconds
RMSE for Neural Network: 256.36552049208234
MAE for Neural Network: 196.4012498484182
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Testing time for Neural Network: 0.001194000244140625 seconds
RMSE for Neural Network: 258.2694174033863
MAE for Neural Network: 198.8758939411325
Training time for Neural Network: 1.2883150577545166 seconds
Testing time for Neural Network: 0.0009789466857910156 seconds
RMSE for Neural Network: 0.1866939681828241
MAE for Neural Network: 0.14232094568628267
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Testing time for Neural Network: 0.0016469955444335938 seconds
RMSE for Neural Network: 256.79123324647327
MAE for Neural Network: 196.95244780719185
Training time for Neural Network: 0.9359009265899658 seconds
Testing time for Neural Network: 0.0008232593536376953 seconds
RMSE for Neural Network: 0.29269826803257115
MAE for Neural Network: 0.2323115710171998
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Testing time for Neural Network: 0.0009300708770751953 seconds
RMSE for Neural Network: 0.27861579797280434
MAE for Neural Network: 0.22003152095075607
Training time for Neural Network: 0.6617510318756104 seconds
Testing time for Neural Network: 0.0006439685821533203 seconds
RMSE for Neural Network: 0.5800628699951269
MAE for Neural Network: 0.448882567936793
Training time for Neural Network: 0.826894998550415 seconds
Testing time for Neural Network: 0.002043008804321289 seconds
RMSE for Neural Network: 256.30245564643207
MAE for Neural Network: 196.31974475363967
Training time for Neural Network: 0.7129087448120117 seconds
Testing time for Neural Network: 0.0006992816925048828 seconds
RMSE for Neural Network: 258.2243814989127
MAE for Neural Network: 198.81740473483703
Training time for Neural Network: 0.713433027267456 seconds
Testing time for Neural Network: 0.0017061233520507812 seconds
RMSE for Neural Network: 0.2777574792966005
MAE for Neural Network: 0.21924263867772076
Training time for Neural Network: 0.6961040496826172 seconds
Testing time for Neural Network: 0.0016880035400390625 seconds
RMSE for Neural Network: 258.10163936253605
MAE for Neural Network: 198.65796099484314
Training time for Neural Network: 0.7579379081726074 seconds
Testing time for Neural Network: 0.0008008480072021484 seconds
RMSE for Neural Network: 0.3626605042362719
MAE for Neural Network: 0.28363504189266864
Training time for Neural Network: 0.7970070838928223 seconds
Testing time for Neural Network: 0.0009281635284423828 seconds
RMSE for Neural Network: 0.15293449119480396
MAE for Neural Network: 0.1197915417828261
Training time for Neural Network: 0.7279400825500488 seconds
Testing time for Neural Network: 0.0037419795989990234 seconds
RMSE for Neural Network: 256.31587177487825
MAE for Neural Network: 196.3370849594641
Training time for Neural Network: 0.619236946105957 seconds
Testing time for Neural Network: 0.001779794692993164 seconds
RMSE for Neural Network: 256.947745483526
MAE for Neural Network: 197.15646865894828
Training time for Neural Network: 0.773327112197876 seconds
Testing time for Neural Network: 0.0018420219421386719 seconds
RMSE for Neural Network: 0.25768097287453284
MAE for Neural Network: 0.19208873529757547
Training time for Neural Network: 0.8340208530426025 seconds
Testing time for Neural Network: 0.0032927989959716797 seconds
RMSE for Neural Network: 0.18436329035548424
MAE for Neural Network: 0.13672102323793275
Training time for Neural Network: 0.6834211349487305 seconds
Testing time for Neural Network: 0.0006670951843261719 seconds
RMSE for Neural Network: 0.24517617284605997
MAE for Neural Network: 0.18880728496773957
Training time for Neural Network: 0.7108821868896484 seconds
Testing time for Neural Network: 0.001911163330078125 seconds
RMSE for Neural Network: 257.6911672742575
MAE for Neural Network: 198.1243723426509
Training time for Neural Network: 0.6781680583953857 seconds
Testing time for Neural Network: 0.0006899833679199219 seconds
RMSE for Neural Network: 257.8554494707706
MAE for Neural Network: 198.33799950280118
Training time for Neural Network: 0.5027389526367188 seconds
Testing time for Neural Network: 0.0005707740783691406 seconds
RMSE for Neural Network: 0.31866616254182156
MAE for Neural Network: 0.26288271331274565
Training time for Neural Network: 0.699164867401123 seconds
Testing time for Neural Network: 0.0006678104400634766 seconds
RMSE for Neural Network: 255.85182010325317
MAE for Neural Network: 195.74048882771945
Training time for Neural Network: 0.701411247253418 seconds
Testing time for Neural Network: 0.0006339550018310547 seconds
RMSE for Neural Network: 0.22017425831174353
MAE for Neural Network: 0.17359110871532338
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Testing time for Neural Network: 0.0015110969543457031 seconds
RMSE for Neural Network: 256.8704281359194
MAE for Neural Network: 197.05569282751136
Training time for Neural Network: 1.136124849319458 seconds
Testing time for Neural Network: 0.0034012794494628906 seconds
RMSE for Neural Network: 0.7802323449868149
MAE for Neural Network: 0.6412310887014772
Training time for Neural Network: 0.800652027130127 seconds
Testing time for Neural Network: 0.0046079158782958984 seconds
RMSE for Neural Network: 0.22406856640953143
MAE for Neural Network: 0.16964752193729446
Training time for Neural Network: 0.478914737701416 seconds
Testing time for Neural Network: 0.0006070137023925781 seconds
RMSE for Neural Network: 0.3377956146343374
MAE for Neural Network: 0.27597819595146633
Training time for Neural Network: 0.5604698657989502 seconds
Testing time for Neural Network: 0.0014910697937011719 seconds
RMSE for Neural Network: 258.4383589021446
MAE for Neural Network: 199.09523996578545
Training time for Neural Network: 0.7091357707977295 seconds
Testing time for Neural Network: 0.0008072853088378906 seconds
RMSE for Neural Network: 257.16403632332197
MAE for Neural Network: 197.4382708673849
Training time for Neural Network: 0.6810030937194824 seconds
Testing time for Neural Network: 0.0009162425994873047 seconds
RMSE for Neural Network: 258.0654305407684
MAE for Neural Network: 198.6109152720266
Training time for Neural Network: 0.6323328018188477 seconds
Testing time for Neural Network: 0.0015811920166015625 seconds
RMSE for Neural Network: 256.7793351261029
MAE for Neural Network: 196.93693450646447
Training time for Neural Network: 0.7119560241699219 seconds
Testing time for Neural Network: 0.0006949901580810547 seconds
RMSE for Neural Network: 0.15932839895116385
MAE for Neural Network: 0.12753189248625946
Training time for Neural Network: 0.6459159851074219 seconds
Testing time for Neural Network: 0.0012972354888916016 seconds
RMSE for Neural Network: 257.49605466362107
MAE for Neural Network: 197.87053189479863
Training time for Neural Network: 0.7158210277557373 seconds
Testing time for Neural Network: 0.0020318031311035156 seconds
RMSE for Neural Network: 257.2662846461557
MAE for Neural Network: 197.5714312359882
Training time for Neural Network: 0.6259381771087646 seconds
Testing time for Neural Network: 0.0011930465698242188 seconds
RMSE for Neural Network: 256.15886358442157
MAE for Neural Network: 196.13411343017185
Training time for Neural Network: 0.5523090362548828 seconds
Testing time for Neural Network: 0.0007081031799316406 seconds
RMSE for Neural Network: 257.3966697578308
MAE for Neural Network: 197.74118141505534
Training time for Neural Network: 0.5468590259552002 seconds
Testing time for Neural Network: 0.0013780593872070312 seconds
RMSE for Neural Network: 0.3840352804910764
MAE for Neural Network: 0.312432795332392
Training time for Neural Network: 0.6260659694671631 seconds
Testing time for Neural Network: 0.0008180141448974609 seconds
RMSE for Neural Network: 0.19983699056576215
MAE for Neural Network: 0.15486224910033505
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Testing time for Neural Network: 0.0008947849273681641 seconds
RMSE for Neural Network: 0.20332204014249577
MAE for Neural Network: 0.1491903060975843
Training time for Neural Network: 0.37178802490234375 seconds
Testing time for Neural Network: 0.000560760498046875 seconds
RMSE for Neural Network: 257.56100853033905
MAE for Neural Network: 197.955051312578
Training time for Neural Network: 0.5326781272888184 seconds
Testing time for Neural Network: 0.0016019344329833984 seconds
RMSE for Neural Network: 258.3235873920104
MAE for Neural Network: 198.94623652654911
Training time for Neural Network: 0.5647628307342529 seconds
Testing time for Neural Network: 0.001682281494140625 seconds
RMSE for Neural Network: 257.8353216711781
MAE for Neural Network: 198.31183102951755
Training time for Neural Network: 0.6457202434539795 seconds
Testing time for Neural Network: 0.0009479522705078125 seconds
RMSE for Neural Network: 256.79463185194305
MAE for Neural Network: 196.95687896840508
Training time for Neural Network: 0.6213538646697998 seconds
Testing time for Neural Network: 0.000904083251953125 seconds
RMSE for Neural Network: 257.2489109255251
MAE for Neural Network: 197.54880763337636
Training time for Neural Network: 0.5315299034118652 seconds
Testing time for Neural Network: 0.0013761520385742188 seconds
RMSE for Neural Network: 255.8970856425734
MAE for Neural Network: 195.79669758485915
Training time for Neural Network: 0.526453971862793 seconds
Testing time for Neural Network: 0.0008881092071533203 seconds
RMSE for Neural Network: 257.72668336173336
MAE for Neural Network: 198.1705642663389
Training time for Neural Network: 0.5635566711425781 seconds
Testing time for Neural Network: 0.001251220703125 seconds
RMSE for Neural Network: 0.3152358383080313
MAE for Neural Network: 0.2531067359599708
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Testing time for Neural Network: 0.0006558895111083984 seconds
RMSE for Neural Network: 257.2295440755261
MAE for Neural Network: 197.52358737705995
Training time for Neural Network: 0.5855040550231934 seconds
Testing time for Neural Network: 0.0013399124145507812 seconds
RMSE for Neural Network: 0.3785223026633463
MAE for Neural Network: 0.28475156011342695
Training time for Neural Network: 0.5991189479827881 seconds
Testing time for Neural Network: 0.0015630722045898438 seconds
RMSE for Neural Network: 256.4570742890053
MAE for Neural Network: 196.5195489935221
Training time for Neural Network: 1.2931461334228516 seconds
Testing time for Neural Network: 0.0009191036224365234 seconds
RMSE for Neural Network: 256.029867345689
MAE for Neural Network: 195.9672884937312
Training time for Neural Network: 0.18842697143554688 seconds
Testing time for Neural Network: 0.0005261898040771484 seconds
RMSE for Neural Network: 257.54139071761483
MAE for Neural Network: 197.92952573520495
Training time for Neural Network: 0.669182300567627 seconds
Testing time for Neural Network: 0.0008859634399414062 seconds
RMSE for Neural Network: 257.7025149702233
MAE for Neural Network: 198.13913153887137
Training time for Neural Network: 0.774179220199585 seconds
Testing time for Neural Network: 0.0016071796417236328 seconds
RMSE for Neural Network: 0.1253680190413854
MAE for Neural Network: 0.10218180651152764
Training time for Neural Network: 0.7347028255462646 seconds
Testing time for Neural Network: 0.000698089599609375 seconds
RMSE for Neural Network: 256.73326210460925
MAE for Neural Network: 196.8768576950424
Training time for Neural Network: 0.719454288482666 seconds
Testing time for Neural Network: 0.001051187515258789 seconds
RMSE for Neural Network: 0.2451116753947926
MAE for Neural Network: 0.1889497865584121
Training time for Neural Network: 0.6920430660247803 seconds
Testing time for Neural Network: 0.0008349418640136719 seconds
RMSE for Neural Network: 0.21691048525324394
MAE for Neural Network: 0.1713725254404335
Training time for Neural Network: 0.7653629779815674 seconds
Testing time for Neural Network: 0.0007958412170410156 seconds
RMSE for Neural Network: 0.1967097607313085
MAE for Neural Network: 0.14946222408838059
Training time for Neural Network: 0.591120719909668 seconds
Testing time for Neural Network: 0.0006432533264160156 seconds
RMSE for Neural Network: 0.16113556865011744
MAE for Neural Network: 0.13286036706695267
Training time for Neural Network: 0.6306488513946533 seconds
Testing time for Neural Network: 0.0013990402221679688 seconds
RMSE for Neural Network: 256.677027820755
MAE for Neural Network: 196.80363568410806
Training time for Neural Network: 0.6071178913116455 seconds
Testing time for Neural Network: 0.0006139278411865234 seconds
RMSE for Neural Network: 0.3984461657611317
MAE for Neural Network: 0.3193115017886432
Training time for Neural Network: 0.7370162010192871 seconds
Testing time for Neural Network: 0.001348733901977539 seconds
RMSE for Neural Network: 0.11237457207014202
MAE for Neural Network: 0.0880976873587028
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Testing time for Neural Network: 0.0008120536804199219 seconds
RMSE for Neural Network: 257.03753191924267
MAE for Neural Network: 197.2734701883041
Training time for Neural Network: 0.6244001388549805 seconds
Testing time for Neural Network: 0.0027289390563964844 seconds
RMSE for Neural Network: 256.09890864114465
MAE for Neural Network: 196.05658382737897
Training time for Neural Network: 0.6034610271453857 seconds
Testing time for Neural Network: 0.0009491443634033203 seconds
RMSE for Neural Network: 257.7704909331612
MAE for Neural Network: 198.2275339626737
Training time for Neural Network: 0.5396909713745117 seconds
Testing time for Neural Network: 0.0008261203765869141 seconds
RMSE for Neural Network: 257.3299542160622
MAE for Neural Network: 197.65433099692166
Training time for Neural Network: 0.44962310791015625 seconds
Testing time for Neural Network: 0.0007767677307128906 seconds
RMSE for Neural Network: 256.9204913631006
MAE for Neural Network: 197.12094791588504
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Testing time for Neural Network: 0.0018579959869384766 seconds
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MAE for Neural Network: 197.95787556290176
Training time for Neural Network: 0.5343837738037109 seconds
Testing time for Neural Network: 0.0009222030639648438 seconds
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MAE for Neural Network: 195.73973752926494
Training time for Neural Network: 0.6522567272186279 seconds
Testing time for Neural Network: 0.0008251667022705078 seconds
RMSE for Neural Network: 0.8152687282626269
MAE for Neural Network: 0.6477343804493626
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Testing time for Neural Network: 0.0013439655303955078 seconds
RMSE for Neural Network: 0.30299083257617376
MAE for Neural Network: 0.23942629032012544
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Testing time for Neural Network: 0.0013401508331298828 seconds
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MAE for Neural Network: 197.02551240210346
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Testing time for Neural Network: 0.0009601116180419922 seconds
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MAE for Neural Network: 0.20411672039578577
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Testing time for Neural Network: 0.0009338855743408203 seconds
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Testing time for Neural Network: 0.0013849735260009766 seconds
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MAE for Neural Network: 197.91001882243967
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Testing time for Neural Network: 0.0009448528289794922 seconds
RMSE for Neural Network: 0.20922546344451465
MAE for Neural Network: 0.1574820768879635
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Testing time for Neural Network: 0.0006852149963378906 seconds
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MAE for Neural Network: 0.31994837912062496
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Testing time for Neural Network: 0.0006659030914306641 seconds
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MAE for Neural Network: 0.18597952814666116
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Testing time for Neural Network: 0.0009357929229736328 seconds
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MAE for Neural Network: 198.03236960213738
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Testing time for Neural Network: 0.0012898445129394531 seconds
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MAE for Neural Network: 198.0234253098815
Training time for Neural Network: 0.9249532222747803 seconds
Testing time for Neural Network: 0.002138853073120117 seconds
RMSE for Neural Network: 0.28088834982784183
MAE for Neural Network: 0.22725445492156568
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Testing time for Neural Network: 0.0009253025054931641 seconds
RMSE for Neural Network: 257.64591943157217
MAE for Neural Network: 198.0655170006636
Training time for Neural Network: 0.5036280155181885 seconds
Testing time for Neural Network: 0.0008630752563476562 seconds
RMSE for Neural Network: 0.3609754970660481
MAE for Neural Network: 0.29841969892031395
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Testing time for Neural Network: 0.0008137226104736328 seconds
RMSE for Neural Network: 0.4042391620862872
MAE for Neural Network: 0.32141480482860657
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Testing time for Neural Network: 0.002338886260986328 seconds
RMSE for Neural Network: 0.2756757892207384
MAE for Neural Network: 0.2102820249372948
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Testing time for Neural Network: 0.000514984130859375 seconds
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MAE for Neural Network: 197.07764919861313
Training time for Neural Network: 0.5987050533294678 seconds
Testing time for Neural Network: 0.0008509159088134766 seconds
RMSE for Neural Network: 257.3022380472325
MAE for Neural Network: 197.61824543577626
Training time for Neural Network: 0.6554419994354248 seconds
Testing time for Neural Network: 0.0008771419525146484 seconds
RMSE for Neural Network: 258.28276258588926
MAE for Neural Network: 198.89322430389336
Training time for Neural Network: 0.5305120944976807 seconds
Testing time for Neural Network: 0.002012014389038086 seconds
RMSE for Neural Network: 258.25316111380334
MAE for Neural Network: 198.85478231682552
Training time for Neural Network: 0.543626070022583 seconds
Testing time for Neural Network: 0.0013501644134521484 seconds
RMSE for Neural Network: 258.2216492454058
MAE for Neural Network: 198.81385606646577
Training time for Neural Network: 0.6267259120941162 seconds
Testing time for Neural Network: 0.0008590221405029297 seconds
RMSE for Neural Network: 257.88715271217427
MAE for Neural Network: 198.37921453366098
Training time for Neural Network: 0.552943229675293 seconds
Testing time for Neural Network: 0.0021657943725585938 seconds
RMSE for Neural Network: 257.05983280992166
MAE for Neural Network: 197.30252626174067
Training time for Neural Network: 0.551231861114502 seconds
Testing time for Neural Network: 0.0013580322265625 seconds
RMSE for Neural Network: 0.3827451039982608
MAE for Neural Network: 0.3014466130188502
Training time for Neural Network: 0.46478796005249023 seconds
Testing time for Neural Network: 0.0028138160705566406 seconds
RMSE for Neural Network: 0.1806369230261341
MAE for Neural Network: 0.13554303657259212
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Testing time for Neural Network: 0.0012311935424804688 seconds
RMSE for Neural Network: 0.3211453637951742
MAE for Neural Network: 0.26546139199123703
Training time for Neural Network: 0.539851188659668 seconds
Testing time for Neural Network: 0.0008068084716796875 seconds
RMSE for Neural Network: 258.39726424424384
MAE for Neural Network: 199.0418935649216
Training time for Neural Network: 0.5673048496246338 seconds
Testing time for Neural Network: 0.0023109912872314453 seconds
RMSE for Neural Network: 256.78440462882355
MAE for Neural Network: 196.94354441204558
Training time for Neural Network: 0.6344401836395264 seconds
Testing time for Neural Network: 0.0008440017700195312 seconds
RMSE for Neural Network: 258.31020391051464
MAE for Neural Network: 198.9288583119394
Training time for Neural Network: 0.7682197093963623 seconds
Testing time for Neural Network: 0.0010733604431152344 seconds
RMSE for Neural Network: 0.2916788237339766
MAE for Neural Network: 0.23312269444637504
Training time for Neural Network: 1.2721080780029297 seconds
Testing time for Neural Network: 0.0014982223510742188 seconds
RMSE for Neural Network: 258.3668056218675
MAE for Neural Network: 199.002350418903
Training time for Neural Network: 0.6783268451690674 seconds
Testing time for Neural Network: 0.0014119148254394531 seconds
RMSE for Neural Network: 0.3406470832582959
MAE for Neural Network: 0.27305728130005813
Training time for Neural Network: 0.5838260650634766 seconds
Testing time for Neural Network: 0.0009260177612304688 seconds
RMSE for Neural Network: 0.5637738483500089
MAE for Neural Network: 0.43751504971259736
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Testing time for Neural Network: 0.0014159679412841797 seconds
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MAE for Neural Network: 197.14306073161862
Training time for Neural Network: 0.6443040370941162 seconds
Testing time for Neural Network: 0.0008656978607177734 seconds
RMSE for Neural Network: 0.20086087507401437
MAE for Neural Network: 0.1642137928461311
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Testing time for Neural Network: 0.0008819103240966797 seconds
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MAE for Neural Network: 0.26743615246345687
Training time for Neural Network: 0.6123068332672119 seconds
Testing time for Neural Network: 0.002187967300415039 seconds
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MAE for Neural Network: 0.17212048094566762
Training time for Neural Network: 0.6794459819793701 seconds
Testing time for Neural Network: 0.0009002685546875 seconds
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MAE for Neural Network: 0.3009605738007681
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Testing time for Neural Network: 0.001363992691040039 seconds
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MAE for Neural Network: 197.41584034628028
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Testing time for Neural Network: 0.0008351802825927734 seconds
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MAE for Neural Network: 199.04135491512795
Training time for Neural Network: 0.15975522994995117 seconds
Testing time for Neural Network: 0.0004260540008544922 seconds
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MAE for Neural Network: 196.37735925692493
Training time for Neural Network: 0.5414819717407227 seconds
Testing time for Neural Network: 0.0006511211395263672 seconds
RMSE for Neural Network: 0.28830314082589475
MAE for Neural Network: 0.22837777210229795
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Testing time for Neural Network: 0.0008378028869628906 seconds
RMSE for Neural Network: 258.11493933478226
MAE for Neural Network: 198.67524036174794
Training time for Neural Network: 0.662841796875 seconds
Testing time for Neural Network: 0.0009391307830810547 seconds
RMSE for Neural Network: 257.54740738879013
MAE for Neural Network: 197.93735442732236
Training time for Neural Network: 0.6794559955596924 seconds
Testing time for Neural Network: 0.0006573200225830078 seconds
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MAE for Neural Network: 199.06288000435018
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Testing time for Neural Network: 0.004086732864379883 seconds
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MAE for Neural Network: 197.9731260185888
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Testing time for Neural Network: 0.0011031627655029297 seconds
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MAE for Neural Network: 196.055869905377
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Testing time for Neural Network: 0.0019237995147705078 seconds
RMSE for Neural Network: 256.89518149443705
MAE for Neural Network: 197.08795879012945
Training time for Neural Network: 0.5203711986541748 seconds
Testing time for Neural Network: 0.000743865966796875 seconds
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MAE for Neural Network: 0.3240760756154226
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Testing time for Neural Network: 0.0013549327850341797 seconds
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MAE for Neural Network: 0.14082103875216334
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Testing time for Neural Network: 0.002688884735107422 seconds
RMSE for Neural Network: 255.9320009561806
MAE for Neural Network: 195.8406827205986
Training time for Neural Network: 0.47774219512939453 seconds
Testing time for Neural Network: 0.00152587890625 seconds
RMSE for Neural Network: 258.32072125550155
MAE for Neural Network: 198.94251495083333
Training time for Neural Network: 0.6181051731109619 seconds
Testing time for Neural Network: 0.0006997585296630859 seconds
RMSE for Neural Network: 257.57989519640427
MAE for Neural Network: 197.97962429096233
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Testing time for Neural Network: 0.0006279945373535156 seconds
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MAE for Neural Network: 196.5869679269864
Training time for Neural Network: 0.4802999496459961 seconds
Testing time for Neural Network: 0.0017459392547607422 seconds
RMSE for Neural Network: 0.5015615294401314
MAE for Neural Network: 0.40101106383116686
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Testing time for Neural Network: 0.0017421245574951172 seconds
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MAE for Neural Network: 0.16412507925801
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Testing time for Neural Network: 0.0011260509490966797 seconds
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MAE for Neural Network: 195.7154873109612
Training time for Neural Network: 0.7093899250030518 seconds
Testing time for Neural Network: 0.0008990764617919922 seconds
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MAE for Neural Network: 197.13858039087586
Training time for Neural Network: 0.538550853729248 seconds
Testing time for Neural Network: 0.0009951591491699219 seconds
RMSE for Neural Network: 257.31177553783925
MAE for Neural Network: 197.63066324696524
Training time for Neural Network: 0.41173815727233887 seconds
Testing time for Neural Network: 0.0006668567657470703 seconds
RMSE for Neural Network: 0.4675545359057602
MAE for Neural Network: 0.3652994486520141
Training time for Neural Network: 0.6159439086914062 seconds
Testing time for Neural Network: 0.0006749629974365234 seconds
RMSE for Neural Network: 258.0457790005637
MAE for Neural Network: 198.58538034056724
Training time for Neural Network: 0.5756940841674805 seconds
Testing time for Neural Network: 0.0006852149963378906 seconds
RMSE for Neural Network: 258.13575960207476
MAE for Neural Network: 198.70228889054124
Training time for Neural Network: 0.675152063369751 seconds
Testing time for Neural Network: 0.0009500980377197266 seconds
RMSE for Neural Network: 257.9845854581331
MAE for Neural Network: 198.50585774481507
Training time for Neural Network: 0.3358321189880371 seconds
Testing time for Neural Network: 0.0005810260772705078 seconds
RMSE for Neural Network: 255.92493208711517
MAE for Neural Network: 195.83153668512813
Training time for Neural Network: 0.5608487129211426 seconds
Testing time for Neural Network: 0.0008833408355712891 seconds
RMSE for Neural Network: 256.5588218993526
MAE for Neural Network: 196.65098501333136
Training time for Neural Network: 0.6334700584411621 seconds
Testing time for Neural Network: 0.0009100437164306641 seconds
RMSE for Neural Network: 256.94400769449715
MAE for Neural Network: 197.15159729281876
Training time for Neural Network: 0.6437211036682129 seconds
Testing time for Neural Network: 0.000885009765625 seconds
RMSE for Neural Network: 0.2789209318033463
MAE for Neural Network: 0.2149285796685029
Training time for Neural Network: 0.17491698265075684 seconds
Testing time for Neural Network: 0.0005440711975097656 seconds
RMSE for Neural Network: 0.45716506420044506
MAE for Neural Network: 0.35687043423358716
Training time for Neural Network: 0.530745267868042 seconds
Testing time for Neural Network: 0.0008258819580078125 seconds
RMSE for Neural Network: 257.54769865464823
MAE for Neural Network: 197.93773340953834
Training time for Neural Network: 0.5662319660186768 seconds
Testing time for Neural Network: 0.0015041828155517578 seconds
RMSE for Neural Network: 258.29499627979357
MAE for Neural Network: 198.90911072190372
Training time for Neural Network: 0.6376729011535645 seconds
Testing time for Neural Network: 0.003261089324951172 seconds
RMSE for Neural Network: 258.1698647012903
MAE for Neural Network: 198.74659309000126
Training time for Neural Network: 0.4514167308807373 seconds
Testing time for Neural Network: 0.0006201267242431641 seconds
RMSE for Neural Network: 256.6374713619358
MAE for Neural Network: 196.75255811702726
Training time for Neural Network: 0.5899810791015625 seconds
Testing time for Neural Network: 0.0012097358703613281 seconds
RMSE for Neural Network: 0.1558053561050277
MAE for Neural Network: 0.12516163897145804
Training time for Neural Network: 0.5047049522399902 seconds
Testing time for Neural Network: 0.001814126968383789 seconds
RMSE for Neural Network: 257.0740481047253
MAE for Neural Network: 197.32104660666747
Training time for Neural Network: 0.6143279075622559 seconds
Testing time for Neural Network: 0.001363992691040039 seconds
RMSE for Neural Network: 256.6436808056618
MAE for Neural Network: 196.76057647197842
Training time for Neural Network: 0.5878231525421143 seconds
Testing time for Neural Network: 0.0006468296051025391 seconds
RMSE for Neural Network: 258.409317851314
MAE for Neural Network: 199.05754137279354
Training time for Neural Network: 0.6600661277770996 seconds
Testing time for Neural Network: 0.0006799697875976562 seconds
RMSE for Neural Network: 257.7689659429832
MAE for Neural Network: 198.22555089673682
Training time for Neural Network: 0.6285719871520996 seconds
Testing time for Neural Network: 0.0009090900421142578 seconds
RMSE for Neural Network: 0.21707570952843036
MAE for Neural Network: 0.16957848872412576
Training time for Neural Network: 0.6390378475189209 seconds
Testing time for Neural Network: 0.0016701221466064453 seconds
RMSE for Neural Network: 256.6760727887663
MAE for Neural Network: 196.8024025570786
Training time for Neural Network: 0.7367842197418213 seconds
Testing time for Neural Network: 0.0018329620361328125 seconds
RMSE for Neural Network: 256.9902924612216
MAE for Neural Network: 197.21191557384205
Training time for Neural Network: 0.64072585105896 seconds
Testing time for Neural Network: 0.0009150505065917969 seconds
RMSE for Neural Network: 256.60817242668384
MAE for Neural Network: 196.71472209275234
Training time for Neural Network: 0.7048580646514893 seconds
Testing time for Neural Network: 0.0025827884674072266 seconds
RMSE for Neural Network: 0.30558796826818413
MAE for Neural Network: 0.2082647706385729
Training time for Neural Network: 1.18538498878479 seconds
Testing time for Neural Network: 0.007843017578125 seconds
RMSE for Neural Network: 0.3669231309112084
MAE for Neural Network: 0.30217466467694043
Training time for Neural Network: 2.12995982170105 seconds
Testing time for Neural Network: 0.0012259483337402344 seconds
RMSE for Neural Network: 256.3316437907314
MAE for Neural Network: 196.35746930760135
Training time for Neural Network: 0.8838777542114258 seconds
Testing time for Neural Network: 0.006711244583129883 seconds
RMSE for Neural Network: 256.81198982806234
MAE for Neural Network: 196.97950996093175
Training time for Neural Network: 0.8446357250213623 seconds
Testing time for Neural Network: 0.0014462471008300781 seconds
RMSE for Neural Network: 257.88564067454854
MAE for Neural Network: 198.37724892517886
Training time for Neural Network: 0.72418212890625 seconds
Testing time for Neural Network: 0.0007758140563964844 seconds
RMSE for Neural Network: 256.66903305796654
MAE for Neural Network: 196.7933128331641
Training time for Neural Network: 1.036039113998413 seconds
Testing time for Neural Network: 0.0021331310272216797 seconds
RMSE for Neural Network: 0.16166340626514056
MAE for Neural Network: 0.13022362620792594
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Testing time for Neural Network: 0.0006508827209472656 seconds
RMSE for Neural Network: 0.0901672934091394
MAE for Neural Network: 0.06753650156086471
Training time for Neural Network: 0.8655719757080078 seconds
Testing time for Neural Network: 0.0006849765777587891 seconds
RMSE for Neural Network: 0.17992391514964723
MAE for Neural Network: 0.14006769782776293
Training time for Neural Network: 0.9767601490020752 seconds
Testing time for Neural Network: 0.0006380081176757812 seconds
RMSE for Neural Network: 257.5837825704299
MAE for Neural Network: 197.9846819031475
Training time for Neural Network: 1.020768642425537 seconds
Testing time for Neural Network: 0.0007109642028808594 seconds
RMSE for Neural Network: 256.19953370498484
MAE for Neural Network: 196.18669793702946
Training time for Neural Network: 1.072436809539795 seconds
Testing time for Neural Network: 0.005168914794921875 seconds
RMSE for Neural Network: 256.6175536774035
MAE for Neural Network: 196.72683717101071
Training time for Neural Network: 1.066951036453247 seconds
Testing time for Neural Network: 0.0038411617279052734 seconds
RMSE for Neural Network: 256.0625098418243
MAE for Neural Network: 196.00950915284045
Training time for Neural Network: 1.4068691730499268 seconds
Testing time for Neural Network: 0.007132768630981445 seconds
RMSE for Neural Network: 258.3447481505661
MAE for Neural Network: 198.97371213800935
Training time for Neural Network: 1.0989718437194824 seconds
Testing time for Neural Network: 0.0021047592163085938 seconds
RMSE for Neural Network: 258.36512199158733
MAE for Neural Network: 199.00016453944903
Training time for Neural Network: 0.7020480632781982 seconds
Testing time for Neural Network: 0.0013496875762939453 seconds
RMSE for Neural Network: 0.34238101945538857
MAE for Neural Network: 0.2682704775296771
Training time for Neural Network: 0.7748878002166748 seconds
Testing time for Neural Network: 0.0009310245513916016 seconds
RMSE for Neural Network: 257.7697832781975
MAE for Neural Network: 198.22661374368704
Training time for Neural Network: 1.1864039897918701 seconds
Testing time for Neural Network: 0.0010979175567626953 seconds
RMSE for Neural Network: 0.20552041786939998
MAE for Neural Network: 0.16877813254210047
Training time for Neural Network: 0.6250507831573486 seconds
Testing time for Neural Network: 0.001191854476928711 seconds
RMSE for Neural Network: 257.8908488215141
MAE for Neural Network: 198.38401934349713
Training time for Neural Network: 0.5503890514373779 seconds
Testing time for Neural Network: 0.0008881092071533203 seconds
RMSE for Neural Network: 256.1352090352925
MAE for Neural Network: 196.10352652719345
Training time for Neural Network: 0.5437328815460205 seconds
Testing time for Neural Network: 0.0006339550018310547 seconds
RMSE for Neural Network: 0.4926520849310783
MAE for Neural Network: 0.40174617898470094
Training time for Neural Network: 0.6056067943572998 seconds
Testing time for Neural Network: 0.0010802745819091797 seconds
RMSE for Neural Network: 256.12696963020807
MAE for Neural Network: 196.09287196089338
Training time for Neural Network: 0.9432199001312256 seconds
Testing time for Neural Network: 0.0008707046508789062 seconds
RMSE for Neural Network: 257.2330232652937
MAE for Neural Network: 197.52811820903653
Training time for Neural Network: 0.5555520057678223 seconds
Testing time for Neural Network: 0.0007131099700927734 seconds
RMSE for Neural Network: 258.1177901584972
MAE for Neural Network: 198.6789440814149
Training time for Neural Network: 0.1737959384918213 seconds
Testing time for Neural Network: 0.0004930496215820312 seconds
RMSE for Neural Network: 0.22182468494061
MAE for Neural Network: 0.17298831662362407
Training time for Neural Network: 0.7346770763397217 seconds
Testing time for Neural Network: 0.002170085906982422 seconds
RMSE for Neural Network: 0.29428577023144836
MAE for Neural Network: 0.24946611506806307
Training time for Neural Network: 0.7043111324310303 seconds
Testing time for Neural Network: 0.0009577274322509766 seconds
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MAE for Neural Network: 198.9621590299787
Training time for Neural Network: 0.5824530124664307 seconds
Testing time for Neural Network: 0.0013790130615234375 seconds
RMSE for Neural Network: 0.5663233656991883
MAE for Neural Network: 0.4710770098180113
Training time for Neural Network: 0.6057777404785156 seconds
Testing time for Neural Network: 0.0018908977508544922 seconds
RMSE for Neural Network: 0.27051131647552906
MAE for Neural Network: 0.21288783653693882
Training time for Neural Network: 0.5694918632507324 seconds
Testing time for Neural Network: 0.00139617919921875 seconds
RMSE for Neural Network: 0.21235412273918194
MAE for Neural Network: 0.15491126304301328
Training time for Neural Network: 0.6269779205322266 seconds
Testing time for Neural Network: 0.0006971359252929688 seconds
RMSE for Neural Network: 257.9853133756672
MAE for Neural Network: 198.5068037688915
Training time for Neural Network: 0.6687369346618652 seconds
Testing time for Neural Network: 0.0018711090087890625 seconds
RMSE for Neural Network: 258.137213960323
MAE for Neural Network: 198.70417825551016
Training time for Neural Network: 0.7053041458129883 seconds
Testing time for Neural Network: 0.0008356571197509766 seconds
RMSE for Neural Network: 0.16948170218914782
MAE for Neural Network: 0.11717627037965171
Training time for Neural Network: 0.6294851303100586 seconds
Testing time for Neural Network: 0.00160980224609375 seconds
RMSE for Neural Network: 256.01303633793924
MAE for Neural Network: 195.94551734055233
Training time for Neural Network: 0.6877570152282715 seconds
Testing time for Neural Network: 0.0015878677368164062 seconds
RMSE for Neural Network: 256.37188468536397
MAE for Neural Network: 196.4094741564952
Training time for Neural Network: 0.6798141002655029 seconds
Testing time for Neural Network: 0.00144195556640625 seconds
RMSE for Neural Network: 0.17621734421630816
MAE for Neural Network: 0.14424937084033243
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Testing time for Neural Network: 0.003118753433227539 seconds
RMSE for Neural Network: 257.10262067496984
MAE for Neural Network: 197.3582701153854
Training time for Neural Network: 0.6431457996368408 seconds
Testing time for Neural Network: 0.0006291866302490234 seconds
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MAE for Neural Network: 197.25470650371616
Training time for Neural Network: 0.7493219375610352 seconds
Testing time for Neural Network: 0.0014350414276123047 seconds
RMSE for Neural Network: 0.18788427758154086
MAE for Neural Network: 0.1390203808251753
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Testing time for Neural Network: 0.0015020370483398438 seconds
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MAE for Neural Network: 197.10586094402896
Training time for Neural Network: 0.638983964920044 seconds
Testing time for Neural Network: 0.0006730556488037109 seconds
RMSE for Neural Network: 256.2702229079052
MAE for Neural Network: 196.27808166181566
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Testing time for Neural Network: 0.0006289482116699219 seconds
RMSE for Neural Network: 257.2123717973038
MAE for Neural Network: 197.50122387113058
Training time for Neural Network: 0.6152431964874268 seconds
Testing time for Neural Network: 0.0010840892791748047 seconds
RMSE for Neural Network: 0.3252481022249816
MAE for Neural Network: 0.26108248524609323
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Testing time for Neural Network: 0.001828908920288086 seconds
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MAE for Neural Network: 0.32170549186419545
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Testing time for Neural Network: 0.0008623600006103516 seconds
RMSE for Neural Network: 0.24030480511392574
MAE for Neural Network: 0.18204121825549507
Training time for Neural Network: 0.582423210144043 seconds
Testing time for Neural Network: 0.0013942718505859375 seconds
RMSE for Neural Network: 258.29858626937937
MAE for Neural Network: 198.91377250899453
Training time for Neural Network: 0.5870177745819092 seconds
Testing time for Neural Network: 0.0008661746978759766 seconds
RMSE for Neural Network: 0.2394656100733611
MAE for Neural Network: 0.1994429077812272
Training time for Neural Network: 0.56227707862854 seconds
Testing time for Neural Network: 0.0013718605041503906 seconds
RMSE for Neural Network: 0.49021384072376795
MAE for Neural Network: 0.39624915728148496
Training time for Neural Network: 0.17306804656982422 seconds
Testing time for Neural Network: 0.0004987716674804688 seconds
RMSE for Neural Network: 257.0178848394935
MAE for Neural Network: 197.2478703367089
Training time for Neural Network: 0.48181724548339844 seconds
Testing time for Neural Network: 0.0007069110870361328 seconds
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MAE for Neural Network: 198.51560224856527
Training time for Neural Network: 0.5316410064697266 seconds
Testing time for Neural Network: 0.0009331703186035156 seconds
RMSE for Neural Network: 257.4717433005065
MAE for Neural Network: 197.83889360588807
Training time for Neural Network: 0.5518252849578857 seconds
Testing time for Neural Network: 0.0008237361907958984 seconds
RMSE for Neural Network: 0.4587344792794297
MAE for Neural Network: 0.34180365978478683
Training time for Neural Network: 0.610100269317627 seconds
Testing time for Neural Network: 0.0013790130615234375 seconds
RMSE for Neural Network: 257.877965776132
MAE for Neural Network: 198.36727163984463
Training time for Neural Network: 0.34630870819091797 seconds
Testing time for Neural Network: 0.0013501644134521484 seconds
RMSE for Neural Network: 0.4525939972269823
MAE for Neural Network: 0.36908951452024835
Training time for Neural Network: 0.6440896987915039 seconds
Testing time for Neural Network: 0.003047943115234375 seconds
RMSE for Neural Network: 0.4821548671243285
MAE for Neural Network: 0.4058452161599939
Training time for Neural Network: 0.4368448257446289 seconds
Testing time for Neural Network: 0.0006198883056640625 seconds
RMSE for Neural Network: 0.21485491382676045
MAE for Neural Network: 0.17167201344073704
Training time for Neural Network: 0.6146240234375 seconds
Testing time for Neural Network: 0.0012097358703613281 seconds
RMSE for Neural Network: 257.61197590417964
MAE for Neural Network: 198.02136085345853
Training time for Neural Network: 0.5460929870605469 seconds
Testing time for Neural Network: 0.0007822513580322266 seconds
RMSE for Neural Network: 255.89951319166136
MAE for Neural Network: 195.79971180959765
Training time for Neural Network: 0.5917148590087891 seconds
Testing time for Neural Network: 0.003785848617553711 seconds
RMSE for Neural Network: 256.4323975806052
MAE for Neural Network: 196.48766647388555
Training time for Neural Network: 0.584312915802002 seconds
Testing time for Neural Network: 0.00144195556640625 seconds
RMSE for Neural Network: 0.19378092123905186
MAE for Neural Network: 0.14750373160683705
Training time for Neural Network: 0.6001667976379395 seconds
Testing time for Neural Network: 0.0009222030639648438 seconds
RMSE for Neural Network: 255.90768021291453
MAE for Neural Network: 195.80985243937576
Training time for Neural Network: 0.7144172191619873 seconds
Testing time for Neural Network: 0.0009238719940185547 seconds
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MAE for Neural Network: 197.17813200556154
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Testing time for Neural Network: 0.003367185592651367 seconds
RMSE for Neural Network: 0.25745258309040114
MAE for Neural Network: 0.19142652441011065
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Testing time for Neural Network: 0.0009591579437255859 seconds
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MAE for Neural Network: 196.29791716384062
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RMSE for Neural Network: 0.48097344444407225
MAE for Neural Network: 0.37331202522981854
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Testing time for Neural Network: 0.0007839202880859375 seconds
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MAE for Neural Network: 0.1810162634970903
Training time for Neural Network: 0.605827808380127 seconds
Testing time for Neural Network: 0.0009291172027587891 seconds
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MAE for Neural Network: 196.00617292366798
Training time for Neural Network: 0.5919680595397949 seconds
Testing time for Neural Network: 0.001110076904296875 seconds
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MAE for Neural Network: 0.12800179241688361
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Testing time for Neural Network: 0.0011348724365234375 seconds
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MAE for Neural Network: 0.12302601790639128
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Testing time for Neural Network: 0.0004961490631103516 seconds
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MAE for Neural Network: 196.56852492034753
Training time for Neural Network: 0.509192943572998 seconds
Testing time for Neural Network: 0.0011949539184570312 seconds
RMSE for Neural Network: 256.2016271180785
MAE for Neural Network: 196.18940445992826
Training time for Neural Network: 0.7894489765167236 seconds
Testing time for Neural Network: 0.0024750232696533203 seconds
RMSE for Neural Network: 257.1872267503024
MAE for Neural Network: 197.46847553093497
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Testing time for Neural Network: 0.0006542205810546875 seconds
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MAE for Neural Network: 0.14376732376090273
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Testing time for Neural Network: 0.0008840560913085938 seconds
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MAE for Neural Network: 196.44022628811265
Training time for Neural Network: 0.603477954864502 seconds
Testing time for Neural Network: 0.0018470287322998047 seconds
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MAE for Neural Network: 196.02280122765632
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Testing time for Neural Network: 0.0013310909271240234 seconds
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MAE for Neural Network: 197.8114470050208
Training time for Neural Network: 0.5046210289001465 seconds
Testing time for Neural Network: 0.0016160011291503906 seconds
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MAE for Neural Network: 10.563467237895079
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Testing time for Neural Network: 0.0009160041809082031 seconds
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MAE for Neural Network: 198.73374369591903
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Testing time for Neural Network: 0.001814126968383789 seconds
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MAE for Neural Network: 3.8856863801713244
Training time for Neural Network: 0.47179603576660156 seconds
Testing time for Neural Network: 0.0012028217315673828 seconds
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MAE for Neural Network: 0.6134302680479691
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Testing time for Neural Network: 0.0008518695831298828 seconds
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MAE for Neural Network: 0.34501688343343334
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Testing time for Neural Network: 0.0024330615997314453 seconds
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MAE for Neural Network: 199.12669853611135
Training time for Neural Network: 0.6892907619476318 seconds
Testing time for Neural Network: 0.0018210411071777344 seconds
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MAE for Neural Network: 0.1554827922910409
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Testing time for Neural Network: 0.004366159439086914 seconds
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MAE for Neural Network: 198.0386171854641
Training time for Neural Network: 0.8101911544799805 seconds
Testing time for Neural Network: 0.0008749961853027344 seconds
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MAE for Neural Network: 0.16149556869787043
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Testing time for Neural Network: 0.0012066364288330078 seconds
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MAE for Neural Network: 0.22273445517406132
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Testing time for Neural Network: 0.0008351802825927734 seconds
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MAE for Neural Network: 197.4118055190356
Training time for Neural Network: 0.5749640464782715 seconds
Testing time for Neural Network: 0.002240896224975586 seconds
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MAE for Neural Network: 197.45148419547112
Training time for Neural Network: 0.7517399787902832 seconds
Testing time for Neural Network: 0.00197601318359375 seconds
RMSE for Neural Network: 0.07929728147133992
MAE for Neural Network: 0.06054190490725333
Training time for Neural Network: 0.7582268714904785 seconds
Testing time for Neural Network: 0.0013937950134277344 seconds
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MAE for Neural Network: 0.1837664530668289
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Testing time for Neural Network: 0.0023698806762695312 seconds
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MAE for Neural Network: 198.05209378746684
Training time for Neural Network: 0.712867021560669 seconds
Testing time for Neural Network: 0.0010581016540527344 seconds
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MAE for Neural Network: 195.85290742773975
Training time for Neural Network: 0.5591270923614502 seconds
Testing time for Neural Network: 0.0008490085601806641 seconds
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MAE for Neural Network: 0.2217975676711329
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Testing time for Neural Network: 0.0006880760192871094 seconds
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MAE for Neural Network: 0.20087717080374845
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Testing time for Neural Network: 0.0006859302520751953 seconds
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MAE for Neural Network: 0.11587572635294752
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Testing time for Neural Network: 0.0015621185302734375 seconds
RMSE for Neural Network: 0.2774716924441858
MAE for Neural Network: 0.2200261287989043
Training time for Neural Network: 0.6378638744354248 seconds
Testing time for Neural Network: 0.0012061595916748047 seconds
RMSE for Neural Network: 258.00645999544633
MAE for Neural Network: 198.53428576541089
Training time for Neural Network: 0.6579329967498779 seconds
Testing time for Neural Network: 0.0006878376007080078 seconds
RMSE for Neural Network: 0.2197244739074687
MAE for Neural Network: 0.1724849290476316
Training time for Neural Network: 0.5973520278930664 seconds
Testing time for Neural Network: 0.0011010169982910156 seconds
RMSE for Neural Network: 0.2214501416996847
MAE for Neural Network: 0.17369617134924958
Training time for Neural Network: 0.4951450824737549 seconds
Testing time for Neural Network: 0.0009708404541015625 seconds
RMSE for Neural Network: 0.48282429496070656
MAE for Neural Network: 0.37355426067077424
Training time for Neural Network: 0.5554840564727783 seconds
Testing time for Neural Network: 0.0008189678192138672 seconds
RMSE for Neural Network: 0.46096276061641084
MAE for Neural Network: 0.36695152683719523
Training time for Neural Network: 0.5604979991912842 seconds
Testing time for Neural Network: 0.0020291805267333984 seconds
RMSE for Neural Network: 257.614557598064
MAE for Neural Network: 198.02471944544254
Training time for Neural Network: 0.5428810119628906 seconds
Testing time for Neural Network: 0.0009257793426513672 seconds
RMSE for Neural Network: 0.1739833187608878
MAE for Neural Network: 0.12304471855421725
Training time for Neural Network: 0.6107940673828125 seconds
Testing time for Neural Network: 0.0014500617980957031 seconds
RMSE for Neural Network: 0.1652239709623955
MAE for Neural Network: 0.12900686390541696
Training time for Neural Network: 0.6171739101409912 seconds
Testing time for Neural Network: 0.002218008041381836 seconds
RMSE for Neural Network: 257.90529723102503
MAE for Neural Network: 198.40280130286317
Training time for Neural Network: 0.586122989654541 seconds
Testing time for Neural Network: 0.0006747245788574219 seconds
RMSE for Neural Network: 0.24074347671923105
MAE for Neural Network: 0.17579188821553207
Training time for Neural Network: 0.5934970378875732 seconds
Testing time for Neural Network: 0.001828908920288086 seconds
RMSE for Neural Network: 256.49797881686516
MAE for Neural Network: 196.57239324544025
Training time for Neural Network: 0.4911689758300781 seconds
Testing time for Neural Network: 0.0006239414215087891 seconds
RMSE for Neural Network: 255.9589855775271
MAE for Neural Network: 195.87559504936237
Training time for Neural Network: 0.6077797412872314 seconds
Testing time for Neural Network: 0.0006821155548095703 seconds
RMSE for Neural Network: 257.6456506321824
MAE for Neural Network: 198.06516734317677
Training time for Neural Network: 0.37073302268981934 seconds
Testing time for Neural Network: 0.0008258819580078125 seconds
RMSE for Neural Network: 256.43814755543804
MAE for Neural Network: 196.49509568364047
Training time for Neural Network: 0.5902330875396729 seconds
Testing time for Neural Network: 0.0008409023284912109 seconds
RMSE for Neural Network: 4.0766110829604845
MAE for Neural Network: 3.1640075503272054
Training time for Neural Network: 0.5818831920623779 seconds
Testing time for Neural Network: 0.0016238689422607422 seconds
RMSE for Neural Network: 256.4344708986425
MAE for Neural Network: 196.4903453016529
Training time for Neural Network: 0.6865091323852539 seconds
Testing time for Neural Network: 0.0006968975067138672 seconds
RMSE for Neural Network: 0.22957671221924322
MAE for Neural Network: 0.18153355914595898
Training time for Neural Network: 0.7490837574005127 seconds
Testing time for Neural Network: 0.0008058547973632812 seconds
RMSE for Neural Network: 0.18347851269352866
MAE for Neural Network: 0.1350851709709948
Training time for Neural Network: 0.6249511241912842 seconds
Testing time for Neural Network: 0.0008418560028076172 seconds
RMSE for Neural Network: 0.2871767059501511
MAE for Neural Network: 0.23640957476295482
Training time for Neural Network: 0.6255621910095215 seconds
Testing time for Neural Network: 0.0008077621459960938 seconds
RMSE for Neural Network: 257.45865375720354
MAE for Neural Network: 197.82185829546637
Training time for Neural Network: 0.5722520351409912 seconds
Testing time for Neural Network: 0.001386880874633789 seconds
RMSE for Neural Network: 0.23479409094241344
MAE for Neural Network: 0.19443413126175166
Training time for Neural Network: 0.5846648216247559 seconds
Testing time for Neural Network: 0.0008740425109863281 seconds
RMSE for Neural Network: 257.6923182639387
MAE for Neural Network: 198.12586937914773
Training time for Neural Network: 0.5341408252716064 seconds
Testing time for Neural Network: 0.0014111995697021484 seconds
RMSE for Neural Network: 256.1927244289968
MAE for Neural Network: 196.1778942817234
Training time for Neural Network: 1.2857322692871094 seconds
Testing time for Neural Network: 0.0022819042205810547 seconds
RMSE for Neural Network: 0.32684609911817347
MAE for Neural Network: 0.25485831769502526
Training time for Neural Network: 0.5690410137176514 seconds
Testing time for Neural Network: 0.000993967056274414 seconds
RMSE for Neural Network: 0.24627863972296224
MAE for Neural Network: 0.19334382453124868
Training time for Neural Network: 0.5897870063781738 seconds
Testing time for Neural Network: 0.0008530616760253906 seconds
RMSE for Neural Network: 0.412880159531681
MAE for Neural Network: 0.33513980235358504
Training time for Neural Network: 0.5876932144165039 seconds
Testing time for Neural Network: 0.0014379024505615234 seconds
RMSE for Neural Network: 0.598062649222229
MAE for Neural Network: 0.4797991395992127
Training time for Neural Network: 0.575427770614624 seconds
Testing time for Neural Network: 0.0008130073547363281 seconds
RMSE for Neural Network: 0.7678248115033369
MAE for Neural Network: 0.6182378128009265
Training time for Neural Network: 0.5519199371337891 seconds
Testing time for Neural Network: 0.0017361640930175781 seconds
RMSE for Neural Network: 0.26397987640275605
MAE for Neural Network: 0.2145430709744065
Training time for Neural Network: 0.5241231918334961 seconds
Testing time for Neural Network: 0.0007827281951904297 seconds
RMSE for Neural Network: 0.3620439674107199
MAE for Neural Network: 0.2951073824934029
Training time for Neural Network: 0.6040189266204834 seconds
Testing time for Neural Network: 0.0006868839263916016 seconds
RMSE for Neural Network: 257.90082848331014
MAE for Neural Network: 198.39699230930336
Training time for Neural Network: 0.16895198822021484 seconds
Testing time for Neural Network: 0.0005259513854980469 seconds
RMSE for Neural Network: 256.0759617487808
MAE for Neural Network: 196.02690709457912
Training time for Neural Network: 0.5376811027526855 seconds
Testing time for Neural Network: 0.0016057491302490234 seconds
RMSE for Neural Network: 255.99457505978825
MAE for Neural Network: 195.92163624479338
Training time for Neural Network: 0.7071499824523926 seconds
Testing time for Neural Network: 0.0018200874328613281 seconds
RMSE for Neural Network: 0.21369980600543606
MAE for Neural Network: 0.1708453342871462
Training time for Neural Network: 0.6654901504516602 seconds
Testing time for Neural Network: 0.0030059814453125 seconds
RMSE for Neural Network: 0.3264271545434402
MAE for Neural Network: 0.24319679213842618
Training time for Neural Network: 0.7427561283111572 seconds
Testing time for Neural Network: 0.001577138900756836 seconds
RMSE for Neural Network: 256.3793837291961
MAE for Neural Network: 196.41916482275116
Training time for Neural Network: 0.6460568904876709 seconds
Testing time for Neural Network: 0.0008692741394042969 seconds
RMSE for Neural Network: 0.26435348559407135
MAE for Neural Network: 0.21641341265192834
Training time for Neural Network: 0.49571728706359863 seconds
Testing time for Neural Network: 0.0009737014770507812 seconds
RMSE for Neural Network: 0.2052942557242387
MAE for Neural Network: 0.1534592291424679
Training time for Neural Network: 0.5894279479980469 seconds
Testing time for Neural Network: 0.0015609264373779297 seconds
RMSE for Neural Network: 0.5134159269159431
MAE for Neural Network: 0.3972752731170804
Training time for Neural Network: 0.6688477993011475 seconds
Testing time for Neural Network: 0.0010051727294921875 seconds
RMSE for Neural Network: 0.4935691281574249
MAE for Neural Network: 0.3990938668987954
Training time for Neural Network: 0.6853640079498291 seconds
Testing time for Neural Network: 0.001497030258178711 seconds
RMSE for Neural Network: 256.6845849388601
MAE for Neural Network: 196.81339324028858
Training time for Neural Network: 0.6537809371948242 seconds
Testing time for Neural Network: 0.0019519329071044922 seconds
RMSE for Neural Network: 256.7091265632276
MAE for Neural Network: 196.84538319669883
Training time for Neural Network: 0.6915860176086426 seconds
Testing time for Neural Network: 0.0013728141784667969 seconds
RMSE for Neural Network: 258.1679357528359
MAE for Neural Network: 198.74408739854474
Training time for Neural Network: 0.6433718204498291 seconds
Testing time for Neural Network: 0.0017671585083007812 seconds
RMSE for Neural Network: 257.96637874735563
MAE for Neural Network: 198.48219514360514
Training time for Neural Network: 0.6690328121185303 seconds
Testing time for Neural Network: 0.0009522438049316406 seconds
RMSE for Neural Network: 0.21636513475999883
MAE for Neural Network: 0.1809094045051159
Training time for Neural Network: 0.5621130466461182 seconds
Testing time for Neural Network: 0.0009248256683349609 seconds
RMSE for Neural Network: 256.48118198895753
MAE for Neural Network: 196.55069426658534
Training time for Neural Network: 0.5341329574584961 seconds
Testing time for Neural Network: 0.0009794235229492188 seconds
RMSE for Neural Network: 0.2736047460105143
MAE for Neural Network: 0.2063423494311927
Training time for Neural Network: 0.5380940437316895 seconds
Testing time for Neural Network: 0.0014100074768066406 seconds
RMSE for Neural Network: 0.3058961028817451
MAE for Neural Network: 0.24693868683416081
Training time for Neural Network: 0.5198588371276855 seconds
Testing time for Neural Network: 0.0008320808410644531 seconds
RMSE for Neural Network: 256.68827304733736
MAE for Neural Network: 196.8181870280905
Training time for Neural Network: 1.1919128894805908 seconds
Testing time for Neural Network: 0.0013360977172851562 seconds
RMSE for Neural Network: 257.6692346199653
MAE for Neural Network: 198.0958447182543
Training time for Neural Network: 0.4621388912200928 seconds
Testing time for Neural Network: 0.0008339881896972656 seconds
RMSE for Neural Network: 256.07782457834
MAE for Neural Network: 196.02931632290492
Training time for Neural Network: 0.5163249969482422 seconds
Testing time for Neural Network: 0.0008800029754638672 seconds
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MAE for Neural Network: 196.69590160041452
Training time for Neural Network: 0.6296472549438477 seconds
Testing time for Neural Network: 0.0009908676147460938 seconds
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MAE for Neural Network: 197.90763895205978
Training time for Neural Network: 0.5535862445831299 seconds
Testing time for Neural Network: 0.0008766651153564453 seconds
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MAE for Neural Network: 0.1828582926078789
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Testing time for Neural Network: 0.0009810924530029297 seconds
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MAE for Neural Network: 196.1231464446502
Training time for Neural Network: 0.5964791774749756 seconds
Testing time for Neural Network: 0.0020399093627929688 seconds
RMSE for Neural Network: 0.2041679570997737
MAE for Neural Network: 0.16081583229159732
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Testing time for Neural Network: 0.0008871555328369141 seconds
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MAE for Neural Network: 197.02486759634346
Training time for Neural Network: 0.17222094535827637 seconds
Testing time for Neural Network: 0.0004763603210449219 seconds
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MAE for Neural Network: 198.8681893194056
Training time for Neural Network: 0.5395462512969971 seconds
Testing time for Neural Network: 0.0009021759033203125 seconds
RMSE for Neural Network: 257.78807201767927
MAE for Neural Network: 198.25039545885454
Training time for Neural Network: 0.6072330474853516 seconds
Testing time for Neural Network: 0.0010249614715576172 seconds
RMSE for Neural Network: 0.20203330464764127
MAE for Neural Network: 0.1548767463438466
Training time for Neural Network: 0.5799400806427002 seconds
Testing time for Neural Network: 0.0013988018035888672 seconds
RMSE for Neural Network: 0.1806104063285724
MAE for Neural Network: 0.1465113330232458
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Testing time for Neural Network: 0.0009241104125976562 seconds
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MAE for Neural Network: 0.1860038523246274
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Testing time for Neural Network: 0.0007848739624023438 seconds
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MAE for Neural Network: 197.35954663241216
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Testing time for Neural Network: 0.000904083251953125 seconds
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MAE for Neural Network: 197.04294856618435
Training time for Neural Network: 0.5104568004608154 seconds
Testing time for Neural Network: 0.0008161067962646484 seconds
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MAE for Neural Network: 198.97796179674927
Training time for Neural Network: 0.46860814094543457 seconds
Testing time for Neural Network: 0.0008497238159179688 seconds
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MAE for Neural Network: 0.3569742631054678
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Testing time for Neural Network: 0.0008289813995361328 seconds
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Training time for Neural Network: 0.6502699851989746 seconds
Testing time for Neural Network: 0.0014138221740722656 seconds
RMSE for Neural Network: 0.1503017486004367
MAE for Neural Network: 0.1207927911769842
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Testing time for Neural Network: 0.001024007797241211 seconds
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MAE for Neural Network: 198.18837914725972
Training time for Neural Network: 0.5765461921691895 seconds
Testing time for Neural Network: 0.0015270709991455078 seconds
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MAE for Neural Network: 197.36777856485875
Training time for Neural Network: 0.6703031063079834 seconds
Testing time for Neural Network: 0.0013947486877441406 seconds
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MAE for Neural Network: 0.08268241579694681
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Testing time for Neural Network: 0.0012891292572021484 seconds
RMSE for Neural Network: 257.53146875051664
MAE for Neural Network: 197.9166153252382
Training time for Neural Network: 0.5465807914733887 seconds
Testing time for Neural Network: 0.0014591217041015625 seconds
RMSE for Neural Network: 257.773964926924
MAE for Neural Network: 198.23205144261365
Training time for Neural Network: 0.7802121639251709 seconds
Testing time for Neural Network: 0.0014069080352783203 seconds
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MAE for Neural Network: 0.26161132404358634
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Testing time for Neural Network: 0.0006990432739257812 seconds
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MAE for Neural Network: 0.16875575077498525
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Testing time for Neural Network: 0.0008361339569091797 seconds
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MAE for Neural Network: 197.0499089010026
Training time for Neural Network: 0.4284939765930176 seconds
Testing time for Neural Network: 0.0008299350738525391 seconds
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MAE for Neural Network: 1.7410436119788049
Training time for Neural Network: 1.248608112335205 seconds
Testing time for Neural Network: 0.0007050037384033203 seconds
RMSE for Neural Network: 0.1484630613276865
MAE for Neural Network: 0.12018598719925704
Training time for Neural Network: 0.558586835861206 seconds
Testing time for Neural Network: 0.0008900165557861328 seconds
RMSE for Neural Network: 257.1542887437887
MAE for Neural Network: 197.425574443444
Training time for Neural Network: 0.3709871768951416 seconds
Testing time for Neural Network: 0.0014121532440185547 seconds
RMSE for Neural Network: 255.9585329265296
MAE for Neural Network: 195.8750094372659
Training time for Neural Network: 0.5593719482421875 seconds
Testing time for Neural Network: 0.0026712417602539062 seconds
RMSE for Neural Network: 256.02421465257663
MAE for Neural Network: 195.9599767658991
Training time for Neural Network: 0.6136870384216309 seconds
Testing time for Neural Network: 0.0009047985076904297 seconds
RMSE for Neural Network: 256.35303111275306
MAE for Neural Network: 196.38510967831812
Training time for Neural Network: 1.1577057838439941 seconds
Testing time for Neural Network: 0.0012409687042236328 seconds
RMSE for Neural Network: 257.92144113471824
MAE for Neural Network: 198.4237864319948
Training time for Neural Network: 1.0506870746612549 seconds
Testing time for Neural Network: 0.0031099319458007812 seconds
RMSE for Neural Network: 256.42707866310235
MAE for Neural Network: 196.48079410404972
Training time for Neural Network: 0.24968314170837402 seconds
Testing time for Neural Network: 0.0006010532379150391 seconds
RMSE for Neural Network: 258.16508647124726
MAE for Neural Network: 198.74038617680748
Training time for Neural Network: 1.720207929611206 seconds
Testing time for Neural Network: 0.0019292831420898438 seconds
RMSE for Neural Network: 0.36061889858888313
MAE for Neural Network: 0.2887117183814345
Training time for Neural Network: 1.2529160976409912 seconds
Testing time for Neural Network: 0.0006949901580810547 seconds
RMSE for Neural Network: 0.2615246906578441
MAE for Neural Network: 0.20318791145630233
Training time for Neural Network: 0.833906888961792 seconds
Testing time for Neural Network: 0.003695249557495117 seconds
RMSE for Neural Network: 256.8239085905987
MAE for Neural Network: 196.99504879248158
Training time for Neural Network: 0.6721148490905762 seconds
Testing time for Neural Network: 0.001367807388305664 seconds
RMSE for Neural Network: 0.20447877865866934
MAE for Neural Network: 0.1704139510632455
Training time for Neural Network: 0.5789861679077148 seconds
Testing time for Neural Network: 0.0016818046569824219 seconds
RMSE for Neural Network: 0.38273911921278003
MAE for Neural Network: 0.311223027026214
Training time for Neural Network: 0.9289548397064209 seconds
Testing time for Neural Network: 0.0022509098052978516 seconds
RMSE for Neural Network: 258.0308186352349
MAE for Neural Network: 198.5659401573429
Training time for Neural Network: 0.9089999198913574 seconds
Testing time for Neural Network: 0.0008409023284912109 seconds
RMSE for Neural Network: 0.4437902914543446
MAE for Neural Network: 0.35386006162265315
Training time for Neural Network: 0.9567229747772217 seconds
Testing time for Neural Network: 0.001004934310913086 seconds
RMSE for Neural Network: 258.2212438978633
MAE for Neural Network: 198.81332959628196
Training time for Neural Network: 1.0226538181304932 seconds
Testing time for Neural Network: 0.0012710094451904297 seconds
RMSE for Neural Network: 256.73870143983595
MAE for Neural Network: 196.88395069688443
Training time for Neural Network: 2.2549591064453125 seconds
Testing time for Neural Network: 0.0021991729736328125 seconds
RMSE for Neural Network: 258.0868659545507
MAE for Neural Network: 198.63876661730018
Training time for Neural Network: 0.9875102043151855 seconds
Testing time for Neural Network: 0.0008840560913085938 seconds
RMSE for Neural Network: 257.087587145387
MAE for Neural Network: 197.33868523236123
Training time for Neural Network: 0.9785788059234619 seconds
Testing time for Neural Network: 0.0012900829315185547 seconds
RMSE for Neural Network: 0.3089729720463691
MAE for Neural Network: 0.2413748497039747
Training time for Neural Network: 1.4550540447235107 seconds
Testing time for Neural Network: 0.001394033432006836 seconds
RMSE for Neural Network: 256.22068515838043
MAE for Neural Network: 196.21404341950597
Training time for Neural Network: 1.1309058666229248 seconds
Testing time for Neural Network: 0.0006997585296630859 seconds
RMSE for Neural Network: 0.3135242942113246
MAE for Neural Network: 0.24575507008678507
Training time for Neural Network: 0.1221010684967041 seconds
Testing time for Neural Network: 0.0004570484161376953 seconds
RMSE for Neural Network: 0.40138415352574375
MAE for Neural Network: 0.31941102370807906
Training time for Neural Network: 0.18683481216430664 seconds
Testing time for Neural Network: 0.0005199909210205078 seconds
RMSE for Neural Network: 0.19501886346952194
MAE for Neural Network: 0.15792170958494112
Training time for Neural Network: 0.8988783359527588 seconds
Testing time for Neural Network: 0.0037679672241210938 seconds
RMSE for Neural Network: 0.44895242720625594
MAE for Neural Network: 0.3376651293189951
Training time for Neural Network: 0.9497988224029541 seconds
Testing time for Neural Network: 0.0009138584136962891 seconds
RMSE for Neural Network: 0.14170711989710819
MAE for Neural Network: 0.1066771411512838
Training time for Neural Network: 0.20359587669372559 seconds
Testing time for Neural Network: 0.0005609989166259766 seconds
RMSE for Neural Network: 0.2784392572746524
MAE for Neural Network: 0.21612941809853883
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RMSE for Neural Network: 0.4563413885002732
MAE for Neural Network: 0.35309845966224884
Training time for Neural Network: 0.8235640525817871 seconds
Testing time for Neural Network: 0.0008807182312011719 seconds
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MAE for Neural Network: 0.16048555032711867
Training time for Neural Network: 0.8400530815124512 seconds
Testing time for Neural Network: 0.0008158683776855469 seconds
RMSE for Neural Network: 257.67262738219273
MAE for Neural Network: 198.10025776621885
Training time for Neural Network: 0.7212991714477539 seconds
Testing time for Neural Network: 0.0006940364837646484 seconds
RMSE for Neural Network: 0.16447853099613602
MAE for Neural Network: 0.12909402186173957
Training time for Neural Network: 0.8326611518859863 seconds
Testing time for Neural Network: 0.0013668537139892578 seconds
RMSE for Neural Network: 256.5436871989126
MAE for Neural Network: 196.63143655539523
Training time for Neural Network: 0.8577179908752441 seconds
Testing time for Neural Network: 0.0009508132934570312 seconds
RMSE for Neural Network: 257.39690088298323
MAE for Neural Network: 197.74148226703545
Training time for Neural Network: 0.8002479076385498 seconds
Testing time for Neural Network: 0.0009090900421142578 seconds
RMSE for Neural Network: 0.2455411451934075
MAE for Neural Network: 0.1745063482913929
Training time for Neural Network: 0.8619401454925537 seconds
Testing time for Neural Network: 0.000701904296875 seconds
RMSE for Neural Network: 0.22962472852415686
MAE for Neural Network: 0.1788088137902938
Training time for Neural Network: 1.1103932857513428 seconds
Testing time for Neural Network: 0.0018377304077148438 seconds
RMSE for Neural Network: 0.20369501324935027
MAE for Neural Network: 0.1592561609052213
Training time for Neural Network: 1.3527650833129883 seconds
Testing time for Neural Network: 0.0006630420684814453 seconds
RMSE for Neural Network: 258.3064736470409
MAE for Neural Network: 198.92401452054358
Training time for Neural Network: 0.7840368747711182 seconds
Testing time for Neural Network: 0.004764080047607422 seconds
RMSE for Neural Network: 0.34474236270479924
MAE for Neural Network: 0.2712863247324488
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Testing time for Neural Network: 0.0009160041809082031 seconds
RMSE for Neural Network: 0.10501984189463426
MAE for Neural Network: 0.0763737707084093
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Testing time for Neural Network: 0.004955291748046875 seconds
RMSE for Neural Network: 0.30316023836098605
MAE for Neural Network: 0.23581639746125255
Training time for Neural Network: 1.0668809413909912 seconds
Testing time for Neural Network: 0.002653837203979492 seconds
RMSE for Neural Network: 255.84283592811616
MAE for Neural Network: 195.72933183579175
Training time for Neural Network: 1.3795270919799805 seconds
Testing time for Neural Network: 0.0016818046569824219 seconds
RMSE for Neural Network: 255.96243160899218
MAE for Neural Network: 195.88005328947386
Training time for Neural Network: 0.2850611209869385 seconds
Testing time for Neural Network: 0.0007867813110351562 seconds
RMSE for Neural Network: 0.9381733209328229
MAE for Neural Network: 0.7442886955946587
Training time for Neural Network: 1.0715670585632324 seconds
Testing time for Neural Network: 0.002597808837890625 seconds
RMSE for Neural Network: 256.6242625093976
MAE for Neural Network: 196.73550085982896
Training time for Neural Network: 0.8407928943634033 seconds
Testing time for Neural Network: 0.0008299350738525391 seconds
RMSE for Neural Network: 0.23214755025675096
MAE for Neural Network: 0.17818188527853618
Training time for Neural Network: 0.8204400539398193 seconds
Testing time for Neural Network: 0.0022118091583251953 seconds
RMSE for Neural Network: 0.4160221670218877
MAE for Neural Network: 0.3305565534719688
Training time for Neural Network: 1.0167138576507568 seconds
Testing time for Neural Network: 0.003584146499633789 seconds
RMSE for Neural Network: 0.23309433455144593
MAE for Neural Network: 0.178940852000253
Training time for Neural Network: 0.9789838790893555 seconds
Testing time for Neural Network: 0.0019791126251220703 seconds
RMSE for Neural Network: 258.00044681799596
MAE for Neural Network: 198.52647124070273
Training time for Neural Network: 0.8978838920593262 seconds
Testing time for Neural Network: 0.0008690357208251953 seconds
RMSE for Neural Network: 257.6803259665761
MAE for Neural Network: 198.11027135219646
Training time for Neural Network: 0.7334208488464355 seconds
Testing time for Neural Network: 0.0007810592651367188 seconds
RMSE for Neural Network: 0.2670766256783447
MAE for Neural Network: 0.21014401144127934
Training time for Neural Network: 0.9159078598022461 seconds
Testing time for Neural Network: 0.0021028518676757812 seconds
RMSE for Neural Network: 0.22579512918362035
MAE for Neural Network: 0.18311996972205055
Training time for Neural Network: 0.8002262115478516 seconds
Testing time for Neural Network: 0.0009138584136962891 seconds
RMSE for Neural Network: 258.36577116418505
MAE for Neural Network: 199.00100736997302
Training time for Neural Network: 0.7522141933441162 seconds
Testing time for Neural Network: 0.0008261203765869141 seconds
RMSE for Neural Network: 0.3264642334305371
MAE for Neural Network: 0.2664976343881211
Training time for Neural Network: 1.0558900833129883 seconds
Testing time for Neural Network: 0.00269317626953125 seconds
RMSE for Neural Network: 0.26195600805361413
MAE for Neural Network: 0.2156511688867597
Training time for Neural Network: 1.3358421325683594 seconds
Testing time for Neural Network: 0.0008478164672851562 seconds
RMSE for Neural Network: 256.94924561301366
MAE for Neural Network: 197.15842372593886
Training time for Neural Network: 0.6832780838012695 seconds
Testing time for Neural Network: 0.0009427070617675781 seconds
RMSE for Neural Network: 0.17625126334289148
MAE for Neural Network: 0.13017586656520225
Training time for Neural Network: 0.6469628810882568 seconds
Testing time for Neural Network: 0.0009002685546875 seconds
RMSE for Neural Network: 258.3640874876358
MAE for Neural Network: 198.9988214244464
Training time for Neural Network: 0.5930430889129639 seconds
Testing time for Neural Network: 0.0007951259613037109 seconds
RMSE for Neural Network: 257.9054345975298
MAE for Neural Network: 198.4029798665855
Training time for Neural Network: 0.5851171016693115 seconds
Testing time for Neural Network: 0.0008988380432128906 seconds
RMSE for Neural Network: 256.4454636451974
MAE for Neural Network: 196.50454821051787
Training time for Neural Network: 0.5504031181335449 seconds
Testing time for Neural Network: 0.0006830692291259766 seconds
RMSE for Neural Network: 257.47677857781923
MAE for Neural Network: 197.84544657841218
Training time for Neural Network: 0.6451268196105957 seconds
Testing time for Neural Network: 0.0007810592651367188 seconds
RMSE for Neural Network: 257.89449092810156
MAE for Neural Network: 198.3887539052168
Training time for Neural Network: 0.7231369018554688 seconds
Testing time for Neural Network: 0.00469517707824707 seconds
RMSE for Neural Network: 0.3064446398078459
MAE for Neural Network: 0.24441192676890147
Training time for Neural Network: 0.6232080459594727 seconds
Testing time for Neural Network: 0.0008730888366699219 seconds
RMSE for Neural Network: 257.7826463892124
MAE for Neural Network: 198.24334037849982
Training time for Neural Network: 0.7389850616455078 seconds
Testing time for Neural Network: 0.0009160041809082031 seconds
RMSE for Neural Network: 256.56571457081634
MAE for Neural Network: 196.65988753752558
Training time for Neural Network: 0.8107888698577881 seconds
Testing time for Neural Network: 0.0008089542388916016 seconds
RMSE for Neural Network: 0.17921086210488438
MAE for Neural Network: 0.13785020696972256
Training time for Neural Network: 0.6105618476867676 seconds
Testing time for Neural Network: 0.0006351470947265625 seconds
RMSE for Neural Network: 0.24442741275758226
MAE for Neural Network: 0.19303994566804367
Training time for Neural Network: 0.704416036605835 seconds
Testing time for Neural Network: 0.002260923385620117 seconds
RMSE for Neural Network: 256.6902566134222
MAE for Neural Network: 196.82077396775102
Training time for Neural Network: 0.633220911026001 seconds
Testing time for Neural Network: 0.0009479522705078125 seconds
RMSE for Neural Network: 0.41565846505329856
MAE for Neural Network: 0.33115903593503826
Training time for Neural Network: 0.6621267795562744 seconds
Testing time for Neural Network: 0.0013611316680908203 seconds
RMSE for Neural Network: 0.21113166505875014
MAE for Neural Network: 0.15995782715796833
Training time for Neural Network: 0.7231979370117188 seconds
Testing time for Neural Network: 0.0006840229034423828 seconds
RMSE for Neural Network: 0.4314967437835165
MAE for Neural Network: 0.33410012000516737
Training time for Neural Network: 1.260401964187622 seconds
Testing time for Neural Network: 0.0033767223358154297 seconds
RMSE for Neural Network: 0.5409944584879894
MAE for Neural Network: 0.43974504393497144
Training time for Neural Network: 1.222930908203125 seconds
Testing time for Neural Network: 0.0056378841400146484 seconds
RMSE for Neural Network: 256.7037054751191
MAE for Neural Network: 196.8383134190513
Training time for Neural Network: 0.9133269786834717 seconds
Testing time for Neural Network: 0.0006191730499267578 seconds
RMSE for Neural Network: 257.20925801765884
MAE for Neural Network: 197.49716867589422
Training time for Neural Network: 0.843325138092041 seconds
Testing time for Neural Network: 0.0017230510711669922 seconds
RMSE for Neural Network: 0.4625639070752272
MAE for Neural Network: 0.3666411828000551
Training time for Neural Network: 1.4649431705474854 seconds
Testing time for Neural Network: 0.0011279582977294922 seconds
RMSE for Neural Network: 0.18198948535559545
MAE for Neural Network: 0.1443096668576791
Training time for Neural Network: 0.8356518745422363 seconds
Testing time for Neural Network: 0.003438234329223633 seconds
RMSE for Neural Network: 257.37035794349646
MAE for Neural Network: 197.70693051323084
Training time for Neural Network: 0.9633948802947998 seconds
Testing time for Neural Network: 0.0036199092864990234 seconds
RMSE for Neural Network: 258.4394816284181
MAE for Neural Network: 199.09669733414827
Training time for Neural Network: 0.8411109447479248 seconds
Testing time for Neural Network: 0.002438068389892578 seconds
RMSE for Neural Network: 0.337774064553778
MAE for Neural Network: 0.2792020672037914
Training time for Neural Network: 0.8598148822784424 seconds
Testing time for Neural Network: 0.0008721351623535156 seconds
RMSE for Neural Network: 13.279780781152098
MAE for Neural Network: 10.532407940948895
Training time for Neural Network: 0.6822988986968994 seconds
Testing time for Neural Network: 0.0007998943328857422 seconds
RMSE for Neural Network: 0.34640552521945034
MAE for Neural Network: 0.27345112410345757
Training time for Neural Network: 0.871013879776001 seconds
Testing time for Neural Network: 0.003206014633178711 seconds
RMSE for Neural Network: 256.56543009646373
MAE for Neural Network: 196.65952011584858
Training time for Neural Network: 0.7927420139312744 seconds
Testing time for Neural Network: 0.0007877349853515625 seconds
RMSE for Neural Network: 0.26455785619553085
MAE for Neural Network: 0.20485571393891056
Training time for Neural Network: 0.6253080368041992 seconds
Testing time for Neural Network: 0.0007648468017578125 seconds
RMSE for Neural Network: 0.2938786546535814
MAE for Neural Network: 0.24525853432554232
Training time for Neural Network: 0.5822610855102539 seconds
Testing time for Neural Network: 0.002286195755004883 seconds
RMSE for Neural Network: 257.9177912291859
MAE for Neural Network: 198.419042073945
Training time for Neural Network: 0.8143680095672607 seconds
Testing time for Neural Network: 0.0008280277252197266 seconds
RMSE for Neural Network: 258.10677791811605
MAE for Neural Network: 198.66463709546215
Training time for Neural Network: 0.7179460525512695 seconds
Testing time for Neural Network: 0.0007729530334472656 seconds
RMSE for Neural Network: 258.4776649965628
MAE for Neural Network: 199.14625913402276
Training time for Neural Network: 0.6780710220336914 seconds
Testing time for Neural Network: 0.0009279251098632812 seconds
RMSE for Neural Network: 258.303183101063
MAE for Neural Network: 198.91974166769185
Training time for Neural Network: 0.7578332424163818 seconds
Testing time for Neural Network: 0.0023849010467529297 seconds
RMSE for Neural Network: 256.7398926116075
MAE for Neural Network: 196.88550399463068
Training time for Neural Network: 0.6841771602630615 seconds
Testing time for Neural Network: 0.002566814422607422 seconds
RMSE for Neural Network: 256.6483873489077
MAE for Neural Network: 196.76665401662342
Training time for Neural Network: 0.5650510787963867 seconds
Testing time for Neural Network: 0.0021829605102539062 seconds
RMSE for Neural Network: 0.4432109999435557
MAE for Neural Network: 0.3452634976112796
Training time for Neural Network: 0.5800330638885498 seconds
Testing time for Neural Network: 0.0008800029754638672 seconds
RMSE for Neural Network: 0.2285853180574527
MAE for Neural Network: 0.18171150902316666
Training time for Neural Network: 0.767690896987915 seconds
Testing time for Neural Network: 0.002869129180908203 seconds
RMSE for Neural Network: 0.2256326489635908
MAE for Neural Network: 0.17934305563884329
Training time for Neural Network: 6.081701993942261 seconds
Testing time for Neural Network: 0.007914304733276367 seconds
RMSE for Neural Network: 257.4638752546734
MAE for Neural Network: 197.82865385518355
Training time for Neural Network: 1.0844719409942627 seconds
Testing time for Neural Network: 0.0008180141448974609 seconds
RMSE for Neural Network: 0.37192077577804744
MAE for Neural Network: 0.28534317632162853
Training time for Neural Network: 1.3486030101776123 seconds
Testing time for Neural Network: 0.0007638931274414062 seconds
RMSE for Neural Network: 258.21336676763025
MAE for Neural Network: 198.80309857362573
Training time for Neural Network: 1.6755788326263428 seconds
Testing time for Neural Network: 0.002196788787841797 seconds
RMSE for Neural Network: 0.14407435925107756
MAE for Neural Network: 0.11233617086056995
Training time for Neural Network: 1.0251598358154297 seconds
Testing time for Neural Network: 0.010625839233398438 seconds
RMSE for Neural Network: 258.27863762301064
MAE for Neural Network: 198.88786759729322
Training time for Neural Network: 1.0515470504760742 seconds
Testing time for Neural Network: 0.0009610652923583984 seconds
RMSE for Neural Network: 257.2899618267523
MAE for Neural Network: 197.6022613276772
Training time for Neural Network: 1.2039508819580078 seconds
Testing time for Neural Network: 0.0045108795166015625 seconds
RMSE for Neural Network: 257.6748001547125
MAE for Neural Network: 198.1030839229188
Training time for Neural Network: 1.19899582862854 seconds
Testing time for Neural Network: 0.004494190216064453 seconds
RMSE for Neural Network: 0.2633184284035999
MAE for Neural Network: 0.20266169899390468
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Testing time for Neural Network: 0.0008649826049804688 seconds
RMSE for Neural Network: 0.24286834414542555
MAE for Neural Network: 0.1970531599888647
Training time for Neural Network: 1.184372901916504 seconds
Testing time for Neural Network: 0.0013272762298583984 seconds
RMSE for Neural Network: 256.2093951383986
MAE for Neural Network: 196.19944740821535
Training time for Neural Network: 2.4826319217681885 seconds
Testing time for Neural Network: 0.0006988048553466797 seconds
RMSE for Neural Network: 0.17398023827994258
MAE for Neural Network: 0.13543427415384898
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Testing time for Neural Network: 0.0008680820465087891 seconds
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MAE for Neural Network: 198.83227613221266
Training time for Neural Network: 0.8139221668243408 seconds
Testing time for Neural Network: 0.0017459392547607422 seconds
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MAE for Neural Network: 0.2403573199926032
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Testing time for Neural Network: 0.0008189678192138672 seconds
RMSE for Neural Network: 258.42889661855565
MAE for Neural Network: 199.0829571622948
Training time for Neural Network: 0.7999460697174072 seconds
Testing time for Neural Network: 0.0012598037719726562 seconds
RMSE for Neural Network: 0.2340739829650746
MAE for Neural Network: 0.1798334169252255
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Testing time for Neural Network: 0.0009169578552246094 seconds
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MAE for Neural Network: 198.71501035551225
Training time for Neural Network: 0.8968150615692139 seconds
Testing time for Neural Network: 0.0014798641204833984 seconds
RMSE for Neural Network: 0.20333054999543054
MAE for Neural Network: 0.1532682276908683
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Testing time for Neural Network: 0.0006289482116699219 seconds
RMSE for Neural Network: 256.21078896708406
MAE for Neural Network: 196.20124940824653
Training time for Neural Network: 1.0717518329620361 seconds
Testing time for Neural Network: 0.005990028381347656 seconds
RMSE for Neural Network: 257.18471063166993
MAE for Neural Network: 197.46519847227717
Training time for Neural Network: 0.9134500026702881 seconds
Testing time for Neural Network: 0.005140066146850586 seconds
RMSE for Neural Network: 0.2271574664843796
MAE for Neural Network: 0.181387578654218
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Testing time for Neural Network: 0.0008089542388916016 seconds
RMSE for Neural Network: 256.72569639626926
MAE for Neural Network: 196.8669916851208
Training time for Neural Network: 0.9032609462738037 seconds
Testing time for Neural Network: 0.0009379386901855469 seconds
RMSE for Neural Network: 0.16384390188317516
MAE for Neural Network: 0.13128787503647288
Training time for Neural Network: 0.7090890407562256 seconds
Testing time for Neural Network: 0.002798795700073242 seconds
RMSE for Neural Network: 257.7260776144946
MAE for Neural Network: 198.16977647348878
Training time for Neural Network: 1.2582218647003174 seconds
Testing time for Neural Network: 0.004628896713256836 seconds
RMSE for Neural Network: 0.5686502786859435
MAE for Neural Network: 0.4594909685698475
Training time for Neural Network: 0.704514741897583 seconds
Testing time for Neural Network: 0.0008530616760253906 seconds
RMSE for Neural Network: 0.2845396752627948
MAE for Neural Network: 0.20189103704746586
Training time for Neural Network: 0.9424278736114502 seconds
Testing time for Neural Network: 0.0006680488586425781 seconds
RMSE for Neural Network: 257.3300446310016
MAE for Neural Network: 197.65444870984626
Training time for Neural Network: 1.3800139427185059 seconds
Testing time for Neural Network: 0.008980035781860352 seconds
RMSE for Neural Network: 0.22586170832200483
MAE for Neural Network: 0.17820343720529666
Training time for Neural Network: 1.0802648067474365 seconds
Testing time for Neural Network: 0.002366304397583008 seconds
RMSE for Neural Network: 257.69399257477335
MAE for Neural Network: 198.12804706584913
Training time for Neural Network: 0.7711141109466553 seconds
Testing time for Neural Network: 0.001973867416381836 seconds
RMSE for Neural Network: 0.22687848225142082
MAE for Neural Network: 0.17768238176529433
Training time for Neural Network: 0.7539901733398438 seconds
Testing time for Neural Network: 0.0009319782257080078 seconds
RMSE for Neural Network: 0.41531238713466756
MAE for Neural Network: 0.3478828279466596
Training time for Neural Network: 0.81060791015625 seconds
Testing time for Neural Network: 0.0006682872772216797 seconds
RMSE for Neural Network: 257.07549619755264
MAE for Neural Network: 197.32293320903656
Training time for Neural Network: 0.8456299304962158 seconds
Testing time for Neural Network: 0.003942251205444336 seconds
RMSE for Neural Network: 256.1499276215848
MAE for Neural Network: 196.12255887112715
Training time for Neural Network: 0.9202549457550049 seconds
Testing time for Neural Network: 0.0008630752563476562 seconds
RMSE for Neural Network: 257.3676813497509
MAE for Neural Network: 197.7034461721568
Training time for Neural Network: 0.9370460510253906 seconds
Testing time for Neural Network: 0.0021970272064208984 seconds
RMSE for Neural Network: 0.20359778264698453
MAE for Neural Network: 0.1545189410862347
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Testing time for Neural Network: 0.0005550384521484375 seconds
RMSE for Neural Network: 0.2778746462690013
MAE for Neural Network: 0.22220979767938545
Training time for Neural Network: 0.8698737621307373 seconds
Testing time for Neural Network: 0.0008311271667480469 seconds
RMSE for Neural Network: 0.2873517663654075
MAE for Neural Network: 0.2259884470535702
Training time for Neural Network: 1.0437910556793213 seconds
Testing time for Neural Network: 0.000926971435546875 seconds
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MAE for Neural Network: 0.08695175510609737
Training time for Neural Network: 0.8279058933258057 seconds
Testing time for Neural Network: 0.0008149147033691406 seconds
RMSE for Neural Network: 0.31675384929819156
MAE for Neural Network: 0.24446199379798575
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Testing time for Neural Network: 0.0007967948913574219 seconds
RMSE for Neural Network: 256.13854330392303
MAE for Neural Network: 196.10783807870695
Training time for Neural Network: 0.9742043018341064 seconds
Testing time for Neural Network: 0.0023109912872314453 seconds
RMSE for Neural Network: 0.28064312644022116
MAE for Neural Network: 0.22948881246897684
Training time for Neural Network: 0.8362510204315186 seconds
Testing time for Neural Network: 0.000659942626953125 seconds
RMSE for Neural Network: 0.15748948512535352
MAE for Neural Network: 0.11886310405279184
Training time for Neural Network: 0.5928308963775635 seconds
Testing time for Neural Network: 0.0015292167663574219 seconds
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MAE for Neural Network: 5.32458661401438
Training time for Neural Network: 0.8853950500488281 seconds
Testing time for Neural Network: 0.004395008087158203 seconds
RMSE for Neural Network: 257.1778749848065
MAE for Neural Network: 197.45629543446003
Training time for Neural Network: 0.8328723907470703 seconds
Testing time for Neural Network: 0.0011289119720458984 seconds
RMSE for Neural Network: 258.24472141370387
MAE for Neural Network: 198.84382153600228
Training time for Neural Network: 0.5455217361450195 seconds
Testing time for Neural Network: 0.0007193088531494141 seconds
RMSE for Neural Network: 0.37200283003114926
MAE for Neural Network: 0.31363140234593745
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Testing time for Neural Network: 0.0007519721984863281 seconds
RMSE for Neural Network: 256.60477346648884
MAE for Neural Network: 196.71033255137067
Training time for Neural Network: 1.169076919555664 seconds
Testing time for Neural Network: 0.0007810592651367188 seconds
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MAE for Neural Network: 0.49773023818378576
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Testing time for Neural Network: 0.0030488967895507812 seconds
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MAE for Neural Network: 196.99605409436506
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Testing time for Neural Network: 0.00078582763671875 seconds
RMSE for Neural Network: 256.31705920011206
MAE for Neural Network: 196.33861966337267
Training time for Neural Network: 0.770740270614624 seconds
Testing time for Neural Network: 0.0016720294952392578 seconds
RMSE for Neural Network: 0.4623809212025203
MAE for Neural Network: 0.3609500312565998
Training time for Neural Network: 0.8048887252807617 seconds
Testing time for Neural Network: 0.0008609294891357422 seconds
RMSE for Neural Network: 0.13673440509148796
MAE for Neural Network: 0.10360165279073351
Training time for Neural Network: 0.8357338905334473 seconds
Testing time for Neural Network: 0.0008404254913330078 seconds
RMSE for Neural Network: 0.16235733082743992
MAE for Neural Network: 0.13113005706694664
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Testing time for Neural Network: 0.0008802413940429688 seconds
RMSE for Neural Network: 257.0973234496549
MAE for Neural Network: 197.35136926298853
Training time for Neural Network: 0.8705670833587646 seconds
Testing time for Neural Network: 0.0008769035339355469 seconds
RMSE for Neural Network: 256.9439422216493
MAE for Neural Network: 197.15151196326707
Training time for Neural Network: 0.7588317394256592 seconds
Testing time for Neural Network: 0.0014519691467285156 seconds
RMSE for Neural Network: 257.4892744493483
MAE for Neural Network: 197.8617084770366
Training time for Neural Network: 0.812180757522583 seconds
Testing time for Neural Network: 0.0009090900421142578 seconds
RMSE for Neural Network: 0.18954419036267073
MAE for Neural Network: 0.15067284282535462
Training time for Neural Network: 0.8177342414855957 seconds
Testing time for Neural Network: 0.0030851364135742188 seconds
RMSE for Neural Network: 257.24017167110685
MAE for Neural Network: 197.53742720401243
Training time for Neural Network: 0.7700090408325195 seconds
Testing time for Neural Network: 0.0009217262268066406 seconds
RMSE for Neural Network: 0.3704541084041796
MAE for Neural Network: 0.29417434492376354
Training time for Neural Network: 0.900972843170166 seconds
Testing time for Neural Network: 0.0031080245971679688 seconds
RMSE for Neural Network: 256.88209216747697
MAE for Neural Network: 197.07089714450515
Training time for Neural Network: 0.7693891525268555 seconds
Testing time for Neural Network: 0.002330780029296875 seconds
RMSE for Neural Network: 0.21658760820564182
MAE for Neural Network: 0.1760313855999793
Training time for Neural Network: 0.78342604637146 seconds
Testing time for Neural Network: 0.0014019012451171875 seconds
RMSE for Neural Network: 256.8541803723304
MAE for Neural Network: 197.0345127122191
Training time for Neural Network: 0.7684028148651123 seconds
Testing time for Neural Network: 0.001428842544555664 seconds
RMSE for Neural Network: 0.17871714661063576
MAE for Neural Network: 0.14260755556045399
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Testing time for Neural Network: 0.0008280277252197266 seconds
RMSE for Neural Network: 0.4559311262870276
MAE for Neural Network: 0.3691771214460591
Training time for Neural Network: 0.9609980583190918 seconds
Testing time for Neural Network: 0.0006988048553466797 seconds
RMSE for Neural Network: 256.0098226609577
MAE for Neural Network: 195.94136028757939
Training time for Neural Network: 0.9664709568023682 seconds
Testing time for Neural Network: 0.0016298294067382812 seconds
RMSE for Neural Network: 256.5786027145093
MAE for Neural Network: 196.67653331944265
Training time for Neural Network: 1.4156968593597412 seconds
Testing time for Neural Network: 0.0036039352416992188 seconds
RMSE for Neural Network: 0.13500378343537928
MAE for Neural Network: 0.10360620662534153
Training time for Neural Network: 0.8309931755065918 seconds
Testing time for Neural Network: 0.0008530616760253906 seconds
RMSE for Neural Network: 256.04844920172974
MAE for Neural Network: 195.99132321932169
Training time for Neural Network: 0.8746256828308105 seconds
Testing time for Neural Network: 0.0013172626495361328 seconds
RMSE for Neural Network: 0.24763544509545282
MAE for Neural Network: 0.1947256631159883
Training time for Neural Network: 0.8094160556793213 seconds
Testing time for Neural Network: 0.0011587142944335938 seconds
RMSE for Neural Network: 257.9855712372696
MAE for Neural Network: 198.50713889334136
Training time for Neural Network: 0.7309842109680176 seconds
Testing time for Neural Network: 0.0008399486541748047 seconds
RMSE for Neural Network: 0.47785796861516816
MAE for Neural Network: 0.37417814273394273
Training time for Neural Network: 0.8445560932159424 seconds
Testing time for Neural Network: 0.0012497901916503906 seconds
RMSE for Neural Network: 255.8375229478482
MAE for Neural Network: 195.722733784098
Training time for Neural Network: 1.0102248191833496 seconds
Testing time for Neural Network: 0.006425142288208008 seconds
RMSE for Neural Network: 0.18969281788510303
MAE for Neural Network: 0.15094845553219066
Training time for Neural Network: 0.9065661430358887 seconds
Testing time for Neural Network: 0.0006988048553466797 seconds
RMSE for Neural Network: 0.15766146910592968
MAE for Neural Network: 0.11361486722559491
Training time for Neural Network: 0.7343747615814209 seconds
Testing time for Neural Network: 0.0013849735260009766 seconds
RMSE for Neural Network: 257.3193021552802
MAE for Neural Network: 197.6404626757394
Training time for Neural Network: 0.7560248374938965 seconds
Testing time for Neural Network: 0.0006928443908691406 seconds
RMSE for Neural Network: 258.09120248370965
MAE for Neural Network: 198.64440093918387
Training time for Neural Network: 0.6595048904418945 seconds
Testing time for Neural Network: 0.0008373260498046875 seconds
RMSE for Neural Network: 0.8411449369460918
MAE for Neural Network: 0.6437596779794755
Training time for Neural Network: 0.6888101100921631 seconds
Testing time for Neural Network: 0.006345033645629883 seconds
RMSE for Neural Network: 255.87193233370155
MAE for Neural Network: 195.7654641812583
Training time for Neural Network: 0.8190836906433105 seconds
Testing time for Neural Network: 0.003198385238647461 seconds
RMSE for Neural Network: 0.38076830119121646
MAE for Neural Network: 0.30280593576838316
Training time for Neural Network: 0.7868549823760986 seconds
Testing time for Neural Network: 0.0009458065032958984 seconds
RMSE for Neural Network: 0.17590265422819024
MAE for Neural Network: 0.14046211891235783
Training time for Neural Network: 0.9458141326904297 seconds
Testing time for Neural Network: 0.001035928726196289 seconds
RMSE for Neural Network: 0.36253687268844503
MAE for Neural Network: 0.28543523627743206
Training time for Neural Network: 0.9921050071716309 seconds
Testing time for Neural Network: 0.002206087112426758 seconds
RMSE for Neural Network: 0.25760663518225224
MAE for Neural Network: 0.20255858857159295
Training time for Neural Network: 0.7824008464813232 seconds
Testing time for Neural Network: 0.0013761520385742188 seconds
RMSE for Neural Network: 0.11076923614535715
MAE for Neural Network: 0.08859565894684351
Training time for Neural Network: 0.6819770336151123 seconds
Testing time for Neural Network: 0.0022840499877929688 seconds
RMSE for Neural Network: 257.8749551652493
MAE for Neural Network: 198.36335782215247
Training time for Neural Network: 0.818748950958252 seconds
Testing time for Neural Network: 0.002456188201904297 seconds
RMSE for Neural Network: 256.58372940556205
MAE for Neural Network: 196.6831545738525
Training time for Neural Network: 1.6725058555603027 seconds
Testing time for Neural Network: 0.0008680820465087891 seconds
RMSE for Neural Network: 256.4187089392992
MAE for Neural Network: 196.46997970107765
Training time for Neural Network: 0.7494678497314453 seconds
Testing time for Neural Network: 0.0010190010070800781 seconds
RMSE for Neural Network: 0.658230649115002
MAE for Neural Network: 0.5422253570056866
Training time for Neural Network: 0.7211508750915527 seconds
Testing time for Neural Network: 0.0008490085601806641 seconds
RMSE for Neural Network: 258.18561202665404
MAE for Neural Network: 198.76704828159498
Training time for Neural Network: 1.443498134613037 seconds
Testing time for Neural Network: 0.0031366348266601562 seconds
RMSE for Neural Network: 256.55051042695294
MAE for Neural Network: 196.64024975285622
Training time for Neural Network: 0.8728458881378174 seconds
Testing time for Neural Network: 0.002886056900024414 seconds
RMSE for Neural Network: 256.24353406339503
MAE for Neural Network: 196.24481124557917
Training time for Neural Network: 0.7919888496398926 seconds
Testing time for Neural Network: 0.001772165298461914 seconds
RMSE for Neural Network: 0.22018526286037882
MAE for Neural Network: 0.16483329958208506
Training time for Neural Network: 0.9003548622131348 seconds
Testing time for Neural Network: 0.0009210109710693359 seconds
RMSE for Neural Network: 257.17721628751855
MAE for Neural Network: 197.45543751033313
Training time for Neural Network: 0.7381038665771484 seconds
Testing time for Neural Network: 0.0008749961853027344 seconds
RMSE for Neural Network: 257.9550812495265
MAE for Neural Network: 198.46751161701457
Training time for Neural Network: 0.780487060546875 seconds
Testing time for Neural Network: 0.0009388923645019531 seconds
RMSE for Neural Network: 257.4114533327359
MAE for Neural Network: 197.7604245845747
Training time for Neural Network: 0.78977370262146 seconds
Testing time for Neural Network: 0.002103090286254883 seconds
RMSE for Neural Network: 257.1496325097594
MAE for Neural Network: 197.41950948400284
Training time for Neural Network: 0.9807040691375732 seconds
Testing time for Neural Network: 0.0008790493011474609 seconds
RMSE for Neural Network: 0.29601428884454745
MAE for Neural Network: 0.2336758282487154
Training time for Neural Network: 0.7977817058563232 seconds
Testing time for Neural Network: 0.000904083251953125 seconds
RMSE for Neural Network: 0.35321016603966093
MAE for Neural Network: 0.2807437964366181
Training time for Neural Network: 0.7781929969787598 seconds
Testing time for Neural Network: 0.0006692409515380859 seconds
RMSE for Neural Network: 258.0594214811304
MAE for Neural Network: 198.60310732759376
Training time for Neural Network: 0.6082451343536377 seconds
Testing time for Neural Network: 0.0006539821624755859 seconds
RMSE for Neural Network: 0.4833749590318766
MAE for Neural Network: 0.37195415662973164
Training time for Neural Network: 0.743762731552124 seconds
Testing time for Neural Network: 0.0010957717895507812 seconds
RMSE for Neural Network: 256.8852015356051
MAE for Neural Network: 197.07495019151588
Training time for Neural Network: 0.6390209197998047 seconds
Testing time for Neural Network: 0.0008761882781982422 seconds
RMSE for Neural Network: 8.338922615026586
MAE for Neural Network: 6.3108085338069815
Training time for Neural Network: 1.2277109622955322 seconds
Testing time for Neural Network: 0.0009248256683349609 seconds
RMSE for Neural Network: 0.26668126035712664
MAE for Neural Network: 0.2152277987781191
Training time for Neural Network: 0.8305478096008301 seconds
Testing time for Neural Network: 0.0015120506286621094 seconds
RMSE for Neural Network: 0.24358862514513255
MAE for Neural Network: 0.19839977537168985
Training time for Neural Network: 1.3399760723114014 seconds
Testing time for Neural Network: 0.0007078647613525391 seconds
RMSE for Neural Network: 257.3459266036754
MAE for Neural Network: 197.67512530539673
Training time for Neural Network: 0.822415828704834 seconds
Testing time for Neural Network: 0.0008740425109863281 seconds
RMSE for Neural Network: 0.17485372108346084
MAE for Neural Network: 0.13840032408355438
Training time for Neural Network: 0.832496166229248 seconds
Testing time for Neural Network: 0.004619121551513672 seconds
RMSE for Neural Network: 0.22390725057908803
MAE for Neural Network: 0.17502663726255527
Training time for Neural Network: 0.9004800319671631 seconds
Testing time for Neural Network: 0.0008261203765869141 seconds
RMSE for Neural Network: 0.16845910427706098
MAE for Neural Network: 0.12163307698636487
Training time for Neural Network: 1.137895107269287 seconds
Testing time for Neural Network: 0.002438068389892578 seconds
RMSE for Neural Network: 256.67693972996034
MAE for Neural Network: 196.80352194235635
Training time for Neural Network: 1.0748679637908936 seconds
Testing time for Neural Network: 0.0012669563293457031 seconds
RMSE for Neural Network: 0.21619269561655538
MAE for Neural Network: 0.15675240072141744
Training time for Neural Network: 1.0639369487762451 seconds
Testing time for Neural Network: 0.0008690357208251953 seconds
RMSE for Neural Network: 257.48285930887084
MAE for Neural Network: 197.85335999894406
Training time for Neural Network: 0.753852128982544 seconds
Testing time for Neural Network: 0.000705718994140625 seconds
RMSE for Neural Network: 0.20263693635546887
MAE for Neural Network: 0.16217725129376817
Training time for Neural Network: 0.9717159271240234 seconds
Testing time for Neural Network: 0.004408836364746094 seconds
RMSE for Neural Network: 0.2126730959022881
MAE for Neural Network: 0.15865126703443141
Training time for Neural Network: 0.7342100143432617 seconds
Testing time for Neural Network: 0.0006301403045654297 seconds
RMSE for Neural Network: 9.932707267220358
MAE for Neural Network: 7.809090448805126
Training time for Neural Network: 0.755446195602417 seconds
Testing time for Neural Network: 0.0014748573303222656 seconds
RMSE for Neural Network: 0.12744932311645188
MAE for Neural Network: 0.10161419218592807
Training time for Neural Network: 0.9366388320922852 seconds
Testing time for Neural Network: 0.0008399486541748047 seconds
RMSE for Neural Network: 0.24726514868576038
MAE for Neural Network: 0.20342624206861995
Training time for Neural Network: 1.0017881393432617 seconds
Testing time for Neural Network: 0.004866123199462891 seconds
RMSE for Neural Network: 0.2118815565873219
MAE for Neural Network: 0.16956496278894165
Training time for Neural Network: 0.870236873626709 seconds
Testing time for Neural Network: 0.001280069351196289 seconds
RMSE for Neural Network: 0.15760208089448455
MAE for Neural Network: 0.12251011426803274
Training time for Neural Network: 0.7766199111938477 seconds
Testing time for Neural Network: 0.0016219615936279297 seconds
RMSE for Neural Network: 256.248254438891
MAE for Neural Network: 196.24968374711625
Training time for Neural Network: 0.7897579669952393 seconds
Testing time for Neural Network: 0.0007841587066650391 seconds
RMSE for Neural Network: 255.95751485067362
MAE for Neural Network: 195.87369231049067
Training time for Neural Network: 0.9686930179595947 seconds
Testing time for Neural Network: 0.0008962154388427734 seconds
RMSE for Neural Network: 257.9030744730421
MAE for Neural Network: 198.39991191441467
Training time for Neural Network: 1.8234899044036865 seconds
Testing time for Neural Network: 0.002723217010498047 seconds
RMSE for Neural Network: 257.9938526683905
MAE for Neural Network: 198.51790155973137
Training time for Neural Network: 0.9247770309448242 seconds
Testing time for Neural Network: 0.0007028579711914062 seconds
RMSE for Neural Network: 257.2592806421112
MAE for Neural Network: 197.56231093378244
Training time for Neural Network: 1.3904552459716797 seconds
Testing time for Neural Network: 0.0008718967437744141 seconds
RMSE for Neural Network: 0.24038666712744847
MAE for Neural Network: 0.1958458298324453
Training time for Neural Network: 0.9871013164520264 seconds
Testing time for Neural Network: 0.0009148120880126953 seconds
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MAE for Neural Network: 196.43884207292197
Training time for Neural Network: 0.767848014831543 seconds
Testing time for Neural Network: 0.0017080307006835938 seconds
RMSE for Neural Network: 257.50441536622367
MAE for Neural Network: 197.88141185594122
Training time for Neural Network: 0.8806571960449219 seconds
Testing time for Neural Network: 0.0008699893951416016 seconds
RMSE for Neural Network: 0.2443334799028963
MAE for Neural Network: 0.1917788543752491
Training time for Neural Network: 0.6661489009857178 seconds
Testing time for Neural Network: 0.0006480216979980469 seconds
RMSE for Neural Network: 0.15459686088822874
MAE for Neural Network: 0.1188820538855974
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Testing time for Neural Network: 0.0018520355224609375 seconds
RMSE for Neural Network: 0.2059023519184148
MAE for Neural Network: 0.16447302703626587
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Testing time for Neural Network: 0.0021860599517822266 seconds
RMSE for Neural Network: 0.24972185460420696
MAE for Neural Network: 0.18791964450508353
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Testing time for Neural Network: 0.0008378028869628906 seconds
RMSE for Neural Network: 257.19368294154026
MAE for Neural Network: 197.4768841409889
Training time for Neural Network: 0.6523911952972412 seconds
Testing time for Neural Network: 0.0014028549194335938 seconds
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MAE for Neural Network: 197.93647566940547
Training time for Neural Network: 0.6800398826599121 seconds
Testing time for Neural Network: 0.0031480789184570312 seconds
RMSE for Neural Network: 0.19484559052590741
MAE for Neural Network: 0.14466178952145184
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MAE for Neural Network: 197.56972137374632
Training time for Neural Network: 0.7435629367828369 seconds
Testing time for Neural Network: 0.0006999969482421875 seconds
RMSE for Neural Network: 0.24298777960465923
MAE for Neural Network: 0.1887314394188986
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Testing time for Neural Network: 0.0008611679077148438 seconds
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MAE for Neural Network: 195.80542944699283
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Testing time for Neural Network: 0.001544952392578125 seconds
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MAE for Neural Network: 196.9694933622033
Training time for Neural Network: 0.9312057495117188 seconds
Testing time for Neural Network: 0.0008881092071533203 seconds
RMSE for Neural Network: 0.22755338305228048
MAE for Neural Network: 0.14841233743678497
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Testing time for Neural Network: 0.009319305419921875 seconds
RMSE for Neural Network: 256.434680659635
MAE for Neural Network: 196.4906163222112
Training time for Neural Network: 1.3893249034881592 seconds
Testing time for Neural Network: 0.001990079879760742 seconds
RMSE for Neural Network: 257.89993486946565
MAE for Neural Network: 198.3958306786577
Training time for Neural Network: 1.4970099925994873 seconds
Testing time for Neural Network: 0.0008339881896972656 seconds
RMSE for Neural Network: 256.3692117125758
MAE for Neural Network: 196.4060199496034
Training time for Neural Network: 1.1098711490631104 seconds
Testing time for Neural Network: 0.0014309883117675781 seconds
RMSE for Neural Network: 0.1653676577495115
MAE for Neural Network: 0.12625748737855716
Training time for Neural Network: 0.9734110832214355 seconds
Testing time for Neural Network: 0.006155967712402344 seconds
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MAE for Neural Network: 197.25702431114212
Training time for Neural Network: 0.7562417984008789 seconds
Testing time for Neural Network: 0.0009160041809082031 seconds
RMSE for Neural Network: 0.5297350695886517
MAE for Neural Network: 0.4082408395728178
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Testing time for Neural Network: 0.0007872581481933594 seconds
RMSE for Neural Network: 257.37187175222624
MAE for Neural Network: 197.70890115076864
Training time for Neural Network: 0.9318711757659912 seconds
Testing time for Neural Network: 0.0008502006530761719 seconds
RMSE for Neural Network: 257.1083641663437
MAE for Neural Network: 197.36575221981448
Training time for Neural Network: 0.8270599842071533 seconds
Testing time for Neural Network: 0.0007829666137695312 seconds
RMSE for Neural Network: 257.63264678337856
MAE for Neural Network: 198.04825147829277
Training time for Neural Network: 0.7004389762878418 seconds
Testing time for Neural Network: 0.0010728836059570312 seconds
RMSE for Neural Network: 256.10092717070376
MAE for Neural Network: 196.0591942592663
Training time for Neural Network: 0.7573497295379639 seconds
Testing time for Neural Network: 0.001194000244140625 seconds
RMSE for Neural Network: 255.92353689926227
MAE for Neural Network: 195.8297315042885
Training time for Neural Network: 0.874521017074585 seconds
Testing time for Neural Network: 0.0008709430694580078 seconds
RMSE for Neural Network: 257.2118247521345
MAE for Neural Network: 197.5005114355979
Training time for Neural Network: 0.6458909511566162 seconds
Testing time for Neural Network: 0.0006480216979980469 seconds
RMSE for Neural Network: 0.18703800157295036
MAE for Neural Network: 0.1463057702057
Training time for Neural Network: 0.20726799964904785 seconds
Testing time for Neural Network: 0.001420736312866211 seconds
RMSE for Neural Network: 258.3584576648636
MAE for Neural Network: 198.99151206010546
Training time for Neural Network: 1.0855069160461426 seconds
Testing time for Neural Network: 0.0009212493896484375 seconds
RMSE for Neural Network: 0.27095929106227096
MAE for Neural Network: 0.20835910446798933
Training time for Neural Network: 0.7812747955322266 seconds
Testing time for Neural Network: 0.0009799003601074219 seconds
RMSE for Neural Network: 0.17076917009685372
MAE for Neural Network: 0.13395368675622407
Training time for Neural Network: 0.7308769226074219 seconds
Testing time for Neural Network: 0.0007023811340332031 seconds
RMSE for Neural Network: 258.0111836675131
MAE for Neural Network: 198.54042440397666
Training time for Neural Network: 0.7408707141876221 seconds
Testing time for Neural Network: 0.0009481906890869141 seconds
RMSE for Neural Network: 0.48133539452168767
MAE for Neural Network: 0.36736390697740745
Training time for Neural Network: 0.224945068359375 seconds
Testing time for Neural Network: 0.0008220672607421875 seconds
RMSE for Neural Network: 257.93677291963047
MAE for Neural Network: 198.44394075582773
Training time for Neural Network: 1.4153993129730225 seconds
Testing time for Neural Network: 0.0008587837219238281 seconds
RMSE for Neural Network: 258.1236416352546
MAE for Neural Network: 198.6865460871605
Training time for Neural Network: 0.590947151184082 seconds
Testing time for Neural Network: 0.0006268024444580078 seconds
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MAE for Neural Network: 0.13578316560630557
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Testing time for Neural Network: 0.00941920280456543 seconds
RMSE for Neural Network: 0.22065668260774174
MAE for Neural Network: 0.17782919688355733
Training time for Neural Network: 0.6846721172332764 seconds
Testing time for Neural Network: 0.0007910728454589844 seconds
RMSE for Neural Network: 258.4436168037715
MAE for Neural Network: 199.10206501092514
Training time for Neural Network: 0.7913870811462402 seconds
Testing time for Neural Network: 0.000965118408203125 seconds
RMSE for Neural Network: 256.4258690096184
MAE for Neural Network: 196.47923114306352
Training time for Neural Network: 0.7344419956207275 seconds
Testing time for Neural Network: 0.0007047653198242188 seconds
RMSE for Neural Network: 258.0710810057775
MAE for Neural Network: 198.61825715802297
Training time for Neural Network: 0.7303740978240967 seconds
Testing time for Neural Network: 0.00084686279296875 seconds
RMSE for Neural Network: 256.44063006164885
MAE for Neural Network: 196.4983031500561
Training time for Neural Network: 0.7106668949127197 seconds
Testing time for Neural Network: 0.001741170883178711 seconds
RMSE for Neural Network: 0.09536248482832939
MAE for Neural Network: 0.07600509104944382
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Testing time for Neural Network: 0.0019638538360595703 seconds
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MAE for Neural Network: 196.20989609361084
Training time for Neural Network: 0.5249509811401367 seconds
Testing time for Neural Network: 0.0008101463317871094 seconds
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MAE for Neural Network: 197.6665084870907
Training time for Neural Network: 0.5703120231628418 seconds
Testing time for Neural Network: 0.0017437934875488281 seconds
RMSE for Neural Network: 256.8265779762069
MAE for Neural Network: 196.99852887767645
Training time for Neural Network: 0.6792678833007812 seconds
Testing time for Neural Network: 0.0009059906005859375 seconds
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MAE for Neural Network: 198.50705077384512
Training time for Neural Network: 0.6619870662689209 seconds
Testing time for Neural Network: 0.0008370876312255859 seconds
RMSE for Neural Network: 256.619617162947
MAE for Neural Network: 196.72950194338262
Training time for Neural Network: 0.647578239440918 seconds
Testing time for Neural Network: 0.001127004623413086 seconds
RMSE for Neural Network: 256.91498979808193
MAE for Neural Network: 197.11377731642335
Training time for Neural Network: 0.684067964553833 seconds
Testing time for Neural Network: 0.0019829273223876953 seconds
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MAE for Neural Network: 4.048941110979074
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Testing time for Neural Network: 0.0008001327514648438 seconds
RMSE for Neural Network: 257.1160688464951
MAE for Neural Network: 197.37578900178116
Training time for Neural Network: 0.6093859672546387 seconds
Testing time for Neural Network: 0.0008912086486816406 seconds
RMSE for Neural Network: 256.3880399591613
MAE for Neural Network: 196.43035061889765
Training time for Neural Network: 0.643740177154541 seconds
Testing time for Neural Network: 0.003242015838623047 seconds
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MAE for Neural Network: 198.94842494925027
Training time for Neural Network: 0.6350619792938232 seconds
Testing time for Neural Network: 0.0006449222564697266 seconds
RMSE for Neural Network: 0.38363365252767556
MAE for Neural Network: 0.2992577706148316
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Testing time for Neural Network: 0.0008869171142578125 seconds
RMSE for Neural Network: 257.55341643216997
MAE for Neural Network: 197.94517306790468
Training time for Neural Network: 0.6485378742218018 seconds
Testing time for Neural Network: 0.0006520748138427734 seconds
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MAE for Neural Network: 196.10455695086821
Training time for Neural Network: 0.5331249237060547 seconds
Testing time for Neural Network: 0.0008728504180908203 seconds
RMSE for Neural Network: 256.8516319539557
MAE for Neural Network: 197.0311905826342
Training time for Neural Network: 1.210752010345459 seconds
Testing time for Neural Network: 0.00092315673828125 seconds
RMSE for Neural Network: 0.13072560159453916
MAE for Neural Network: 0.10802568667600808
Training time for Neural Network: 0.6138041019439697 seconds
Testing time for Neural Network: 0.0009019374847412109 seconds
RMSE for Neural Network: 256.1261288351793
MAE for Neural Network: 196.0917846956822
Training time for Neural Network: 0.5819978713989258 seconds
Testing time for Neural Network: 0.0009009838104248047 seconds
RMSE for Neural Network: 0.22832603474890528
MAE for Neural Network: 0.1777400174534447
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Testing time for Neural Network: 0.0006940364837646484 seconds
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MAE for Neural Network: 0.3854394813553674
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Testing time for Neural Network: 0.0006871223449707031 seconds
RMSE for Neural Network: 255.98956279993712
MAE for Neural Network: 195.91515228748483
Training time for Neural Network: 0.5604019165039062 seconds
Testing time for Neural Network: 0.0008668899536132812 seconds
RMSE for Neural Network: 256.5651158822738
MAE for Neural Network: 196.65911428242933
Training time for Neural Network: 0.6203439235687256 seconds
Testing time for Neural Network: 0.0011250972747802734 seconds
RMSE for Neural Network: 0.3013205007963241
MAE for Neural Network: 0.2261500180201568
Training time for Neural Network: 0.6874539852142334 seconds
Testing time for Neural Network: 0.001383066177368164 seconds
RMSE for Neural Network: 0.3627379967046769
MAE for Neural Network: 0.2894291601549097
Training time for Neural Network: 0.7121739387512207 seconds
Testing time for Neural Network: 0.0008718967437744141 seconds
RMSE for Neural Network: 257.17000620635093
MAE for Neural Network: 197.4460465979873
Training time for Neural Network: 0.6643948554992676 seconds
Testing time for Neural Network: 0.000675201416015625 seconds
RMSE for Neural Network: 258.18980048235653
MAE for Neural Network: 198.7724887858455
Training time for Neural Network: 0.5848617553710938 seconds
Testing time for Neural Network: 0.0013377666473388672 seconds
RMSE for Neural Network: 257.95851631814634
MAE for Neural Network: 198.47197627387942
Training time for Neural Network: 0.17087483406066895 seconds
Testing time for Neural Network: 0.0013420581817626953 seconds
RMSE for Neural Network: 256.8779091637929
MAE for Neural Network: 197.06544456439292
Training time for Neural Network: 0.6110572814941406 seconds
Testing time for Neural Network: 0.001348733901977539 seconds
RMSE for Neural Network: 257.87090002644817
MAE for Neural Network: 198.35808606016144
Training time for Neural Network: 0.6766760349273682 seconds
Testing time for Neural Network: 0.0014128684997558594 seconds
RMSE for Neural Network: 0.26841440936147215
MAE for Neural Network: 0.21494889128240216
Training time for Neural Network: 0.8002939224243164 seconds
Testing time for Neural Network: 0.0014188289642333984 seconds
RMSE for Neural Network: 257.05378259552197
MAE for Neural Network: 197.2946435452972
Training time for Neural Network: 0.6723482608795166 seconds
Testing time for Neural Network: 0.0016949176788330078 seconds
RMSE for Neural Network: 256.7185257271916
MAE for Neural Network: 196.85764063541632
Training time for Neural Network: 0.6159889698028564 seconds
Testing time for Neural Network: 0.0015399456024169922 seconds
RMSE for Neural Network: 0.4434534171234025
MAE for Neural Network: 0.3366293914653296
Training time for Neural Network: 0.6507203578948975 seconds
Testing time for Neural Network: 0.0008859634399414062 seconds
RMSE for Neural Network: 0.2176087126526436
MAE for Neural Network: 0.17217686372134058
Training time for Neural Network: 0.730532169342041 seconds
Testing time for Neural Network: 0.0031402111053466797 seconds
RMSE for Neural Network: 258.25903901529466
MAE for Neural Network: 198.8624159013047
Training time for Neural Network: 0.6468658447265625 seconds
Testing time for Neural Network: 0.0007958412170410156 seconds
RMSE for Neural Network: 255.91352707458603
MAE for Neural Network: 195.81711208863794
Training time for Neural Network: 0.6000251770019531 seconds
Testing time for Neural Network: 0.0008249282836914062 seconds
RMSE for Neural Network: 257.1069945565267
MAE for Neural Network: 197.3639680258021
Training time for Neural Network: 0.6491870880126953 seconds
Testing time for Neural Network: 0.0009131431579589844 seconds
RMSE for Neural Network: 0.209654940261032
MAE for Neural Network: 0.1606910046711719
Training time for Neural Network: 0.5095789432525635 seconds
Testing time for Neural Network: 0.0009143352508544922 seconds
RMSE for Neural Network: 257.8172023436171
MAE for Neural Network: 198.28827259646394
Training time for Neural Network: 0.6315581798553467 seconds
Testing time for Neural Network: 0.0014300346374511719 seconds
RMSE for Neural Network: 0.2505122589118527
MAE for Neural Network: 0.20526002754696862
Training time for Neural Network: 0.6737520694732666 seconds
Testing time for Neural Network: 0.000985860824584961 seconds
RMSE for Neural Network: 0.11299886092639347
MAE for Neural Network: 0.08355838829195332
Training time for Neural Network: 1.2499239444732666 seconds
Testing time for Neural Network: 0.0008258819580078125 seconds
RMSE for Neural Network: 258.1386614432184
MAE for Neural Network: 198.70605868140134
Training time for Neural Network: 0.6058909893035889 seconds
Testing time for Neural Network: 0.0008661746978759766 seconds
RMSE for Neural Network: 0.1783729227929038
MAE for Neural Network: 0.1408569613083755
Training time for Neural Network: 0.681267261505127 seconds
Testing time for Neural Network: 0.0015537738800048828 seconds
RMSE for Neural Network: 0.2092034862333016
MAE for Neural Network: 0.1635847381462644
Training time for Neural Network: 0.5705010890960693 seconds
Testing time for Neural Network: 0.0008342266082763672 seconds
RMSE for Neural Network: 0.4415404260268114
MAE for Neural Network: 0.3298017982809969
Training time for Neural Network: 0.6536471843719482 seconds
Testing time for Neural Network: 0.0009489059448242188 seconds
RMSE for Neural Network: 0.8213382085381533
MAE for Neural Network: 0.6093874449411328
Training time for Neural Network: 0.6261820793151855 seconds
Testing time for Neural Network: 0.0018758773803710938 seconds
RMSE for Neural Network: 0.20511299366425914
MAE for Neural Network: 0.12759725577165093
Training time for Neural Network: 0.5703897476196289 seconds
Testing time for Neural Network: 0.0008280277252197266 seconds
RMSE for Neural Network: 256.96106538879553
MAE for Neural Network: 197.173827752937
Training time for Neural Network: 0.574444055557251 seconds
Testing time for Neural Network: 0.0008509159088134766 seconds
RMSE for Neural Network: 0.2255934704617822
MAE for Neural Network: 0.15991024673705576
Training time for Neural Network: 0.5923850536346436 seconds
Testing time for Neural Network: 0.0009109973907470703 seconds
RMSE for Neural Network: 0.15362764405489587
MAE for Neural Network: 0.12560702602263712
Training time for Neural Network: 0.6467368602752686 seconds
Testing time for Neural Network: 0.0023670196533203125 seconds
RMSE for Neural Network: 0.19403979492221568
MAE for Neural Network: 0.16023264186277497
Training time for Neural Network: 0.5605382919311523 seconds
Testing time for Neural Network: 0.0008330345153808594 seconds
RMSE for Neural Network: 0.303568960255965
MAE for Neural Network: 0.23011751367606215
Training time for Neural Network: 0.5944192409515381 seconds
Testing time for Neural Network: 0.0008559226989746094 seconds
RMSE for Neural Network: 0.3029397647719094
MAE for Neural Network: 0.24226186824583537
Training time for Neural Network: 0.625464916229248 seconds
Testing time for Neural Network: 0.0008399486541748047 seconds
RMSE for Neural Network: 0.3112754487679772
MAE for Neural Network: 0.24706956513887632
Training time for Neural Network: 0.6008529663085938 seconds
Testing time for Neural Network: 0.0008280277252197266 seconds
RMSE for Neural Network: 256.71336465303006
MAE for Neural Network: 196.85091012357447
Training time for Neural Network: 0.6342530250549316 seconds
Testing time for Neural Network: 0.0014519691467285156 seconds
RMSE for Neural Network: 255.91339171411403
MAE for Neural Network: 195.81694402210246
Training time for Neural Network: 0.47200989723205566 seconds
Testing time for Neural Network: 0.0006871223449707031 seconds
RMSE for Neural Network: 0.18476823002983542
MAE for Neural Network: 0.14201659868317879
Training time for Neural Network: 0.5834529399871826 seconds
Testing time for Neural Network: 0.0013751983642578125 seconds
RMSE for Neural Network: 256.42702437931746
MAE for Neural Network: 196.48072396553093
Training time for Neural Network: 0.6052107810974121 seconds
Testing time for Neural Network: 0.0015659332275390625 seconds
RMSE for Neural Network: 256.1713877665621
MAE for Neural Network: 196.15030722216835
Training time for Neural Network: 1.1875979900360107 seconds
Testing time for Neural Network: 0.0015060901641845703 seconds
RMSE for Neural Network: 0.1616760512996872
MAE for Neural Network: 0.12617839214473897
Training time for Neural Network: 0.5132339000701904 seconds
Testing time for Neural Network: 0.00286102294921875 seconds
RMSE for Neural Network: 0.21827161265766487
MAE for Neural Network: 0.16826542564999536
Training time for Neural Network: 0.7485640048980713 seconds
Testing time for Neural Network: 0.001219034194946289 seconds
RMSE for Neural Network: 0.3077797290890734
MAE for Neural Network: 0.23266780491986816
Training time for Neural Network: 0.5163271427154541 seconds
Testing time for Neural Network: 0.0010907649993896484 seconds
RMSE for Neural Network: 256.45196964479595
MAE for Neural Network: 196.5129539262355
Training time for Neural Network: 0.6518919467926025 seconds
Testing time for Neural Network: 0.000926971435546875 seconds
RMSE for Neural Network: 256.463388947746
MAE for Neural Network: 196.52770724035028
Training time for Neural Network: 0.3439509868621826 seconds
Testing time for Neural Network: 0.0008740425109863281 seconds
RMSE for Neural Network: 256.38803294470455
MAE for Neural Network: 196.43034155474928
Training time for Neural Network: 0.6108417510986328 seconds
Testing time for Neural Network: 0.0010790824890136719 seconds
RMSE for Neural Network: 0.21214455674128951
MAE for Neural Network: 0.15050369223459545
Training time for Neural Network: 1.0635919570922852 seconds
Testing time for Neural Network: 0.0009322166442871094 seconds
RMSE for Neural Network: 0.22912988713723806
MAE for Neural Network: 0.1831629433955
Training time for Neural Network: 0.4284029006958008 seconds
Testing time for Neural Network: 0.00086212158203125 seconds
RMSE for Neural Network: 256.5546376056083
MAE for Neural Network: 196.64558052813365
Training time for Neural Network: 0.5302631855010986 seconds
Testing time for Neural Network: 0.0008199214935302734 seconds
RMSE for Neural Network: 256.3473528115142
MAE for Neural Network: 196.37777136055243
Training time for Neural Network: 0.6246559619903564 seconds
Testing time for Neural Network: 0.0009520053863525391 seconds
RMSE for Neural Network: 256.0529950657919
MAE for Neural Network: 195.99720288530872
Training time for Neural Network: 0.7364020347595215 seconds
Testing time for Neural Network: 0.0014629364013671875 seconds
RMSE for Neural Network: 257.34682506678257
MAE for Neural Network: 197.67629497983108
Training time for Neural Network: 0.5870490074157715 seconds
Testing time for Neural Network: 0.0013620853424072266 seconds
RMSE for Neural Network: 0.25263746679768734
MAE for Neural Network: 0.20289461566622624
Training time for Neural Network: 0.7055618762969971 seconds
Testing time for Neural Network: 0.0008599758148193359 seconds
RMSE for Neural Network: 0.3556864914995475
MAE for Neural Network: 0.2801288528917753
Training time for Neural Network: 0.6568539142608643 seconds
Testing time for Neural Network: 0.0008251667022705078 seconds
RMSE for Neural Network: 256.40161352802664
MAE for Neural Network: 196.44789018787793
Training time for Neural Network: 0.6653985977172852 seconds
Testing time for Neural Network: 0.0009222030639648438 seconds
RMSE for Neural Network: 256.7268079036539
MAE for Neural Network: 196.8684411514441
Training time for Neural Network: 0.6728966236114502 seconds
Testing time for Neural Network: 0.0013651847839355469 seconds
RMSE for Neural Network: 0.2601169955331187
MAE for Neural Network: 0.20559047993520715
Training time for Neural Network: 0.7659227848052979 seconds
Testing time for Neural Network: 0.0009181499481201172 seconds
RMSE for Neural Network: 256.87453747236054
MAE for Neural Network: 197.0610494913674
Training time for Neural Network: 0.5901548862457275 seconds
Testing time for Neural Network: 0.0026781558990478516 seconds
RMSE for Neural Network: 256.9487697288643
MAE for Neural Network: 197.1578035234135
Training time for Neural Network: 0.6839940547943115 seconds
Testing time for Neural Network: 0.0006711483001708984 seconds
RMSE for Neural Network: 0.685670771741095
MAE for Neural Network: 0.5495275986534234
Training time for Neural Network: 0.7047667503356934 seconds
Testing time for Neural Network: 0.0011751651763916016 seconds
RMSE for Neural Network: 0.212637044673799
MAE for Neural Network: 0.16211032020309454
Training time for Neural Network: 0.1834089756011963 seconds
Testing time for Neural Network: 0.0005121231079101562 seconds
RMSE for Neural Network: 256.36011666731565
MAE for Neural Network: 196.3942664907903
Training time for Neural Network: 0.6899518966674805 seconds
Testing time for Neural Network: 0.0020599365234375 seconds
RMSE for Neural Network: 0.194752462171294
MAE for Neural Network: 0.13137540163277972
Training time for Neural Network: 0.6124861240386963 seconds
Testing time for Neural Network: 0.0009500980377197266 seconds
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MAE for Neural Network: 0.20268270698043897
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Testing time for Neural Network: 0.0009219646453857422 seconds
RMSE for Neural Network: 0.1788295645637398
MAE for Neural Network: 0.1423823621558199
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Testing time for Neural Network: 0.001069784164428711 seconds
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MAE for Neural Network: 196.80464676174816
Training time for Neural Network: 0.5855469703674316 seconds
Testing time for Neural Network: 0.0008513927459716797 seconds
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MAE for Neural Network: 195.7802759666175
Training time for Neural Network: 0.6364850997924805 seconds
Testing time for Neural Network: 0.0009059906005859375 seconds
RMSE for Neural Network: 258.4037324373761
MAE for Neural Network: 199.05029053625384
Training time for Neural Network: 0.5986940860748291 seconds
Testing time for Neural Network: 0.0008389949798583984 seconds
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MAE for Neural Network: 197.14384996834377
Training time for Neural Network: 0.485349178314209 seconds
Testing time for Neural Network: 0.0009598731994628906 seconds
RMSE for Neural Network: 258.438880767992
MAE for Neural Network: 199.09591738057404
Training time for Neural Network: 0.6110630035400391 seconds
Testing time for Neural Network: 0.0009109973907470703 seconds
RMSE for Neural Network: 0.10687377092876539
MAE for Neural Network: 0.08185031571763997
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Testing time for Neural Network: 0.0009360313415527344 seconds
RMSE for Neural Network: 257.24133501968714
MAE for Neural Network: 197.538942154986
Training time for Neural Network: 1.218674898147583 seconds
Testing time for Neural Network: 0.0015060901641845703 seconds
RMSE for Neural Network: 257.2944325386661
MAE for Neural Network: 197.608082426793
Training time for Neural Network: 0.5120081901550293 seconds
Testing time for Neural Network: 0.0014410018920898438 seconds
RMSE for Neural Network: 257.7072291386459
MAE for Neural Network: 198.14526281321625
Training time for Neural Network: 0.5553898811340332 seconds
Testing time for Neural Network: 0.0009300708770751953 seconds
RMSE for Neural Network: 258.07953706109066
MAE for Neural Network: 198.6292442584094
Training time for Neural Network: 0.6140069961547852 seconds
Testing time for Neural Network: 0.0015380382537841797 seconds
RMSE for Neural Network: 257.1812982739951
MAE for Neural Network: 197.460754092801
Training time for Neural Network: 0.6040019989013672 seconds
Testing time for Neural Network: 0.0006887912750244141 seconds
RMSE for Neural Network: 0.2217524201459916
MAE for Neural Network: 0.18156467362361348
Training time for Neural Network: 0.6534430980682373 seconds
Testing time for Neural Network: 0.0009500980377197266 seconds
RMSE for Neural Network: 256.03120845461314
MAE for Neural Network: 195.96902319408574
Training time for Neural Network: 0.5272471904754639 seconds
Testing time for Neural Network: 0.0008409023284912109 seconds
RMSE for Neural Network: 0.14144914697091251
MAE for Neural Network: 0.10005014982287266
Training time for Neural Network: 0.6416728496551514 seconds
Testing time for Neural Network: 0.001603841781616211 seconds
RMSE for Neural Network: 256.42549235554753
MAE for Neural Network: 196.47874447733113
Training time for Neural Network: 0.652642011642456 seconds
Testing time for Neural Network: 0.0014388561248779297 seconds
RMSE for Neural Network: 256.5046099537571
MAE for Neural Network: 196.5809594034248
Training time for Neural Network: 0.5820469856262207 seconds
Testing time for Neural Network: 0.0006489753723144531 seconds
RMSE for Neural Network: 258.3200328800583
MAE for Neural Network: 198.94162111572942
Training time for Neural Network: 0.6172728538513184 seconds
Testing time for Neural Network: 0.0009160041809082031 seconds
RMSE for Neural Network: 0.36749095732160897
MAE for Neural Network: 0.2928610011196392
Training time for Neural Network: 0.4894680976867676 seconds
Testing time for Neural Network: 0.0014688968658447266 seconds
RMSE for Neural Network: 257.64885133966743
MAE for Neural Network: 198.06933084566637
Training time for Neural Network: 0.5470981597900391 seconds
Testing time for Neural Network: 0.0008089542388916016 seconds
RMSE for Neural Network: 257.930361867521
MAE for Neural Network: 198.43538192094252
Training time for Neural Network: 0.5575857162475586 seconds
Testing time for Neural Network: 0.0008330345153808594 seconds
RMSE for Neural Network: 0.19444381131520697
MAE for Neural Network: 0.15902537160828487
Training time for Neural Network: 0.5687549114227295 seconds
Testing time for Neural Network: 0.0009028911590576172 seconds
RMSE for Neural Network: 258.43044768040363
MAE for Neural Network: 199.08497058616416
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Testing time for Neural Network: 0.0019788742065429688 seconds
RMSE for Neural Network: 0.3269236428379175
MAE for Neural Network: 0.2524254232469731
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Testing time for Neural Network: 0.004059791564941406 seconds
RMSE for Neural Network: 0.2682928758180759
MAE for Neural Network: 0.20675049706997137
Training time for Neural Network: 0.6645870208740234 seconds
Testing time for Neural Network: 0.0013179779052734375 seconds
RMSE for Neural Network: 256.92404056850796
MAE for Neural Network: 197.12557380271159
Training time for Neural Network: 0.633159875869751 seconds
Testing time for Neural Network: 0.0008029937744140625 seconds
RMSE for Neural Network: 0.248261714451509
MAE for Neural Network: 0.2044911469759821
Training time for Neural Network: 0.6807949542999268 seconds
Testing time for Neural Network: 0.0008690357208251953 seconds
RMSE for Neural Network: 257.3986852518816
MAE for Neural Network: 197.7438049456852
Training time for Neural Network: 0.5633490085601807 seconds
Testing time for Neural Network: 0.0023970603942871094 seconds
RMSE for Neural Network: 256.3339302102107
MAE for Neural Network: 196.36042428905995
Training time for Neural Network: 0.6155469417572021 seconds
Testing time for Neural Network: 0.0025589466094970703 seconds
RMSE for Neural Network: 0.6575148207933389
MAE for Neural Network: 0.5133592720753375
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Testing time for Neural Network: 0.0016741752624511719 seconds
RMSE for Neural Network: 258.37186497570855
MAE for Neural Network: 199.00891898612426
Training time for Neural Network: 0.6530020236968994 seconds
Testing time for Neural Network: 0.0009191036224365234 seconds
RMSE for Neural Network: 258.4453277628715
MAE for Neural Network: 199.1042859093146
Training time for Neural Network: 0.7875871658325195 seconds
Testing time for Neural Network: 0.0016238689422607422 seconds
RMSE for Neural Network: 255.91682892369982
MAE for Neural Network: 195.82121171753374
Training time for Neural Network: 1.0680577754974365 seconds
Testing time for Neural Network: 0.0006949901580810547 seconds
RMSE for Neural Network: 258.2796449884128
MAE for Neural Network: 198.88917577470264
Training time for Neural Network: 0.6748478412628174 seconds
Testing time for Neural Network: 0.0008008480072021484 seconds
RMSE for Neural Network: 257.1889391626064
MAE for Neural Network: 197.47070580870175
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Testing time for Neural Network: 0.0009567737579345703 seconds
RMSE for Neural Network: 256.54235738642
MAE for Neural Network: 196.6297188888021
Training time for Neural Network: 0.6875050067901611 seconds
Testing time for Neural Network: 0.0008900165557861328 seconds
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MAE for Neural Network: 0.159951441605034
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Testing time for Neural Network: 0.0009160041809082031 seconds
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MAE for Neural Network: 0.12591270554982678
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MAE for Neural Network: 198.8987006881077
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Testing time for Neural Network: 0.0006511211395263672 seconds
RMSE for Neural Network: 256.2012296393631
MAE for Neural Network: 196.18889057055947
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Testing time for Neural Network: 0.0020360946655273438 seconds
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MAE for Neural Network: 197.62944886166235
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RMSE for Neural Network: 255.90200759273912
MAE for Neural Network: 195.80280902162042
Training time for Neural Network: 0.6489338874816895 seconds
Testing time for Neural Network: 0.002424001693725586 seconds
RMSE for Neural Network: 0.20379904801815193
MAE for Neural Network: 0.1611278845168318
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Testing time for Neural Network: 0.0005559921264648438 seconds
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MAE for Neural Network: 0.31857610846523965
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Testing time for Neural Network: 0.0008730888366699219 seconds
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MAE for Neural Network: 198.19992764528533
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Testing time for Neural Network: 0.0006341934204101562 seconds
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MAE for Neural Network: 197.30732349991212
Training time for Neural Network: 0.5772740840911865 seconds
Testing time for Neural Network: 0.0006279945373535156 seconds
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MAE for Neural Network: 0.10377285427083631
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Testing time for Neural Network: 0.0008580684661865234 seconds
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MAE for Neural Network: 198.40643070805862
Training time for Neural Network: 0.6486878395080566 seconds
Testing time for Neural Network: 0.0012390613555908203 seconds
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MAE for Neural Network: 197.8293968448951
Training time for Neural Network: 0.5245757102966309 seconds
Testing time for Neural Network: 0.0008320808410644531 seconds
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MAE for Neural Network: 197.46936691841555
Training time for Neural Network: 0.5790128707885742 seconds
Testing time for Neural Network: 0.001361846923828125 seconds
RMSE for Neural Network: 0.21075310381375245
MAE for Neural Network: 0.16012216741500906
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Testing time for Neural Network: 0.0009148120880126953 seconds
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MAE for Neural Network: 0.1711599161349944
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Testing time for Neural Network: 0.0005159378051757812 seconds
RMSE for Neural Network: 257.4126982342657
MAE for Neural Network: 197.7620449865067
Training time for Neural Network: 0.5356900691986084 seconds
Testing time for Neural Network: 0.0008289813995361328 seconds
RMSE for Neural Network: 257.7772671992268
MAE for Neural Network: 198.23634558198847
Training time for Neural Network: 0.9606409072875977 seconds
Testing time for Neural Network: 0.001110076904296875 seconds
RMSE for Neural Network: 0.388622255981169
MAE for Neural Network: 0.2865142843023999
Training time for Neural Network: 1.01649808883667 seconds
Testing time for Neural Network: 0.0008950233459472656 seconds
RMSE for Neural Network: 0.3136784527010134
MAE for Neural Network: 0.25014568428904677
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Testing time for Neural Network: 0.0020411014556884766 seconds
RMSE for Neural Network: 0.17709097643673247
MAE for Neural Network: 0.1374214389932076
Training time for Neural Network: 1.0078980922698975 seconds
Testing time for Neural Network: 0.0009291172027587891 seconds
RMSE for Neural Network: 258.3238145805374
MAE for Neural Network: 198.9465315215117
Training time for Neural Network: 0.6673901081085205 seconds
Testing time for Neural Network: 0.0007958412170410156 seconds
RMSE for Neural Network: 258.46155418349264
MAE for Neural Network: 199.1253479995616
Training time for Neural Network: 0.5841012001037598 seconds
Testing time for Neural Network: 0.002483844757080078 seconds
RMSE for Neural Network: 0.25298183083241277
MAE for Neural Network: 0.20622384022338092
Training time for Neural Network: 0.6300768852233887 seconds
Testing time for Neural Network: 0.002162933349609375 seconds
RMSE for Neural Network: 256.1858275124256
MAE for Neural Network: 196.16897714835707
Training time for Neural Network: 0.4622929096221924 seconds
Testing time for Neural Network: 0.0006210803985595703 seconds
RMSE for Neural Network: 0.33502029566628166
MAE for Neural Network: 0.2556638845138731
Training time for Neural Network: 0.5325291156768799 seconds
Testing time for Neural Network: 0.0009219646453857422 seconds
RMSE for Neural Network: 256.66430388656863
MAE for Neural Network: 196.7872064131157
Training time for Neural Network: 0.6049013137817383 seconds
Testing time for Neural Network: 0.0008549690246582031 seconds
RMSE for Neural Network: 0.26975167072509887
MAE for Neural Network: 0.21361616420878074
Training time for Neural Network: 0.5149450302124023 seconds
Testing time for Neural Network: 0.0007219314575195312 seconds
RMSE for Neural Network: 257.5111035176549
MAE for Neural Network: 197.8901151141218
Training time for Neural Network: 0.5511360168457031 seconds
Testing time for Neural Network: 0.0014090538024902344 seconds
RMSE for Neural Network: 0.502834328995986
MAE for Neural Network: 0.39549980244732635
Training time for Neural Network: 0.6177318096160889 seconds
Testing time for Neural Network: 0.0014951229095458984 seconds
RMSE for Neural Network: 256.89765481297843
MAE for Neural Network: 197.09118263739813
Training time for Neural Network: 0.6084530353546143 seconds
Testing time for Neural Network: 0.0012810230255126953 seconds
RMSE for Neural Network: 258.38113690588415
MAE for Neural Network: 199.02095651909934
Training time for Neural Network: 0.6075000762939453 seconds
Testing time for Neural Network: 0.0009160041809082031 seconds
RMSE for Neural Network: 257.257723221921
MAE for Neural Network: 197.56028290708267
Training time for Neural Network: 0.983875036239624 seconds
Testing time for Neural Network: 0.002022981643676758 seconds
RMSE for Neural Network: 256.11158201699976
MAE for Neural Network: 196.07297323232515
Training time for Neural Network: 0.18795108795166016 seconds
Testing time for Neural Network: 0.0005266666412353516 seconds
RMSE for Neural Network: 258.3611827739711
MAE for Neural Network: 198.99505016297593
Training time for Neural Network: 0.624319314956665 seconds
Testing time for Neural Network: 0.0008976459503173828 seconds
RMSE for Neural Network: 5.512426600854817
MAE for Neural Network: 4.2415302924404275
Training time for Neural Network: 0.6889584064483643 seconds
Testing time for Neural Network: 0.0014197826385498047 seconds
RMSE for Neural Network: 258.0893038778777
MAE for Neural Network: 198.64193414575757
Training time for Neural Network: 0.6657767295837402 seconds
Testing time for Neural Network: 0.0010352134704589844 seconds
RMSE for Neural Network: 256.2135892662545
MAE for Neural Network: 196.20486973125466
Training time for Neural Network: 0.7469727993011475 seconds
Testing time for Neural Network: 0.0009200572967529297 seconds
RMSE for Neural Network: 0.25934051811644077
MAE for Neural Network: 0.21702716571257522
Training time for Neural Network: 0.6208329200744629 seconds
Testing time for Neural Network: 0.0006909370422363281 seconds
RMSE for Neural Network: 258.4332458472098
MAE for Neural Network: 199.088602848391
Training time for Neural Network: 0.6454579830169678 seconds
Testing time for Neural Network: 0.0008599758148193359 seconds
RMSE for Neural Network: 0.17284362727202676
MAE for Neural Network: 0.1241800678418695
Training time for Neural Network: 0.6287531852722168 seconds
Testing time for Neural Network: 0.0009248256683349609 seconds
RMSE for Neural Network: 0.38284588170447237
MAE for Neural Network: 0.28028821966577133
Training time for Neural Network: 1.004183053970337 seconds
Testing time for Neural Network: 0.0012481212615966797 seconds
RMSE for Neural Network: 0.1470877137352783
MAE for Neural Network: 0.11663719254436586
Training time for Neural Network: 1.0705718994140625 seconds
Testing time for Neural Network: 0.0015649795532226562 seconds
RMSE for Neural Network: 257.3665753452288
MAE for Neural Network: 197.70200638822905
Training time for Neural Network: 1.4118249416351318 seconds
Testing time for Neural Network: 0.0014390945434570312 seconds
RMSE for Neural Network: 0.16534592420102062
MAE for Neural Network: 0.12846718715510455
Training time for Neural Network: 0.6761970520019531 seconds
Testing time for Neural Network: 0.0018467903137207031 seconds
RMSE for Neural Network: 258.39980479335424
MAE for Neural Network: 199.0451917084248
Training time for Neural Network: 0.6330928802490234 seconds
Testing time for Neural Network: 0.001322031021118164 seconds
RMSE for Neural Network: 0.18946841535525347
MAE for Neural Network: 0.1556702638183998
Training time for Neural Network: 0.7613379955291748 seconds
Testing time for Neural Network: 0.0009160041809082031 seconds
RMSE for Neural Network: 256.4854893800299
MAE for Neural Network: 196.55625886411298
Training time for Neural Network: 0.689755916595459 seconds
Testing time for Neural Network: 0.0010712146759033203 seconds
RMSE for Neural Network: 0.3556757311936203
MAE for Neural Network: 0.28182771353285074
Training time for Neural Network: 0.6626849174499512 seconds
Testing time for Neural Network: 0.0009462833404541016 seconds
RMSE for Neural Network: 257.9464834912802
MAE for Neural Network: 198.45633668521978
Training time for Neural Network: 0.6625058650970459 seconds
Testing time for Neural Network: 0.0009598731994628906 seconds
RMSE for Neural Network: 0.20970841205247276
MAE for Neural Network: 0.16600193530854881
Training time for Neural Network: 0.6734211444854736 seconds
Testing time for Neural Network: 0.0013759136199951172 seconds
RMSE for Neural Network: 257.9259313448676
MAE for Neural Network: 198.42962300301173
Training time for Neural Network: 0.693209171295166 seconds
Testing time for Neural Network: 0.000659942626953125 seconds
RMSE for Neural Network: 255.9572885367342
MAE for Neural Network: 195.87339951829819
Training time for Neural Network: 0.5118119716644287 seconds
Testing time for Neural Network: 0.0013089179992675781 seconds
RMSE for Neural Network: 257.8688996423416
MAE for Neural Network: 198.35548549952443
Training time for Neural Network: 0.5866811275482178 seconds
Testing time for Neural Network: 0.0020318031311035156 seconds
RMSE for Neural Network: 256.3025992833159
MAE for Neural Network: 196.3199304061973
Training time for Neural Network: 0.5826292037963867 seconds
Testing time for Neural Network: 0.0008687973022460938 seconds
RMSE for Neural Network: 0.1259993089609011
MAE for Neural Network: 0.09817594965219563
Training time for Neural Network: 0.6458499431610107 seconds
Testing time for Neural Network: 0.0014121532440185547 seconds
RMSE for Neural Network: 258.24166100625825
MAE for Neural Network: 198.83984687247982
Training time for Neural Network: 0.575160026550293 seconds
Testing time for Neural Network: 0.0009016990661621094 seconds
RMSE for Neural Network: 256.6696444369087
MAE for Neural Network: 196.79410225462595
Training time for Neural Network: 0.5627789497375488 seconds
Testing time for Neural Network: 0.0008919239044189453 seconds
RMSE for Neural Network: 0.3364832559924407
MAE for Neural Network: 0.2586862580535434
Training time for Neural Network: 0.6638603210449219 seconds
Testing time for Neural Network: 0.0019998550415039062 seconds
RMSE for Neural Network: 256.49631969857455
MAE for Neural Network: 196.57024995824685
Training time for Neural Network: 0.5580949783325195 seconds
Testing time for Neural Network: 0.0009198188781738281 seconds
RMSE for Neural Network: 257.3256225191035
MAE for Neural Network: 197.648691444806
Training time for Neural Network: 0.5760278701782227 seconds
Testing time for Neural Network: 0.001055002212524414 seconds
RMSE for Neural Network: 256.8487171395345
MAE for Neural Network: 197.02739078926203
Training time for Neural Network: 0.6557869911193848 seconds
Testing time for Neural Network: 0.002165079116821289 seconds
RMSE for Neural Network: 255.83229773111276
MAE for Neural Network: 195.71624462890694
Training time for Neural Network: 0.5302801132202148 seconds
Testing time for Neural Network: 0.003435850143432617 seconds
RMSE for Neural Network: 258.04937492380674
MAE for Neural Network: 198.5900529320826
Training time for Neural Network: 0.6421530246734619 seconds
Testing time for Neural Network: 0.00391697883605957 seconds
RMSE for Neural Network: 257.75994575058286
MAE for Neural Network: 198.21382105782487
Training time for Neural Network: 0.5543720722198486 seconds
Testing time for Neural Network: 0.0018498897552490234 seconds
RMSE for Neural Network: 0.35694261565187874
MAE for Neural Network: 0.2904082082579739
Training time for Neural Network: 0.6573770046234131 seconds
Testing time for Neural Network: 0.0028340816497802734 seconds
RMSE for Neural Network: 258.2402223223854
MAE for Neural Network: 198.83797838973078
Training time for Neural Network: 0.6141140460968018 seconds
Testing time for Neural Network: 0.0009241104125976562 seconds
RMSE for Neural Network: 0.20696782338938927
MAE for Neural Network: 0.16811755864348413
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Testing time for Neural Network: 0.0014929771423339844 seconds
RMSE for Neural Network: 256.8026951492125
MAE for Neural Network: 196.967391872105
Training time for Neural Network: 0.4627537727355957 seconds
Testing time for Neural Network: 0.00061798095703125 seconds
RMSE for Neural Network: 0.24656703037513
MAE for Neural Network: 0.19433354501877353
Training time for Neural Network: 0.6205160617828369 seconds
Testing time for Neural Network: 0.0009281635284423828 seconds
RMSE for Neural Network: 0.24283854586744158
MAE for Neural Network: 0.19366251547750143
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Testing time for Neural Network: 0.0005178451538085938 seconds
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MAE for Neural Network: 197.94548397009464
Training time for Neural Network: 0.4967930316925049 seconds
Testing time for Neural Network: 0.0008280277252197266 seconds
RMSE for Neural Network: 257.9876297811449
MAE for Neural Network: 198.50981422864987
Training time for Neural Network: 0.45424699783325195 seconds
Testing time for Neural Network: 0.0008449554443359375 seconds
RMSE for Neural Network: 0.2135898202298831
MAE for Neural Network: 0.171635481314544
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Testing time for Neural Network: 0.001363992691040039 seconds
RMSE for Neural Network: 0.4478848921522992
MAE for Neural Network: 0.3513886228964475
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Testing time for Neural Network: 0.0008490085601806641 seconds
RMSE for Neural Network: 256.7003094053936
MAE for Neural Network: 196.83388446561946
Training time for Neural Network: 0.6392419338226318 seconds
Testing time for Neural Network: 0.0008609294891357422 seconds
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MAE for Neural Network: 197.76481845945239
Training time for Neural Network: 0.567936897277832 seconds
Testing time for Neural Network: 0.0009002685546875 seconds
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MAE for Neural Network: 196.66826289658795
Training time for Neural Network: 1.0843758583068848 seconds
Testing time for Neural Network: 0.001772165298461914 seconds
RMSE for Neural Network: 0.20134125635244754
MAE for Neural Network: 0.15229637852628394
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Testing time for Neural Network: 0.0013580322265625 seconds
RMSE for Neural Network: 256.3250478800925
MAE for Neural Network: 196.3489446113932
Training time for Neural Network: 0.5881650447845459 seconds
Testing time for Neural Network: 0.00092315673828125 seconds
RMSE for Neural Network: 258.1979337107343
MAE for Neural Network: 198.78305309430368
Training time for Neural Network: 0.6161119937896729 seconds
Testing time for Neural Network: 0.0009138584136962891 seconds
RMSE for Neural Network: 0.23730694040945813
MAE for Neural Network: 0.1967479277830312
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Testing time for Neural Network: 0.0010938644409179688 seconds
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MAE for Neural Network: 196.68854778653767
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Testing time for Neural Network: 0.0013692378997802734 seconds
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MAE for Neural Network: 197.07202403615378
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Testing time for Neural Network: 0.0006721019744873047 seconds
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MAE for Neural Network: 197.05463636164453
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Testing time for Neural Network: 0.0009143352508544922 seconds
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MAE for Neural Network: 196.9330874304139
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Testing time for Neural Network: 0.0009059906005859375 seconds
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MAE for Neural Network: 197.47036292453595
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Testing time for Neural Network: 0.0006411075592041016 seconds
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MAE for Neural Network: 198.31494371165027
Training time for Neural Network: 0.6716997623443604 seconds
Testing time for Neural Network: 0.0008971691131591797 seconds
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Training time for Neural Network: 0.6782577037811279 seconds
Testing time for Neural Network: 0.0010762214660644531 seconds
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Testing time for Neural Network: 0.000659942626953125 seconds
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MAE for Neural Network: 196.16387318944675
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Testing time for Neural Network: 0.0012848377227783203 seconds
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MAE for Neural Network: 197.64463056003956
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Testing time for Neural Network: 0.002933979034423828 seconds
RMSE for Neural Network: 0.21447431878064296
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Testing time for Neural Network: 0.0006449222564697266 seconds
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MAE for Neural Network: 195.845589500156
Training time for Neural Network: 0.6616988182067871 seconds
Testing time for Neural Network: 0.0006551742553710938 seconds
RMSE for Neural Network: 257.6923483897357
MAE for Neural Network: 198.1259085622497
Training time for Neural Network: 0.7054719924926758 seconds
Testing time for Neural Network: 0.0007979869842529297 seconds
RMSE for Neural Network: 256.2956076568285
MAE for Neural Network: 196.3108935521384
Training time for Neural Network: 0.6351912021636963 seconds
Testing time for Neural Network: 0.0008268356323242188 seconds
RMSE for Neural Network: 0.3955279065860492
MAE for Neural Network: 0.3076143925285544
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Testing time for Neural Network: 0.0016169548034667969 seconds
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MAE for Neural Network: 0.1419757407116705
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Testing time for Neural Network: 0.0028619766235351562 seconds
RMSE for Neural Network: 0.1582995236332503
MAE for Neural Network: 0.1343070258534415
Training time for Neural Network: 0.6263632774353027 seconds
Testing time for Neural Network: 0.0021147727966308594 seconds
RMSE for Neural Network: 0.31614203841841937
MAE for Neural Network: 0.24776614968335484
Training time for Neural Network: 0.6082499027252197 seconds
Testing time for Neural Network: 0.0008702278137207031 seconds
RMSE for Neural Network: 0.42384306473303035
MAE for Neural Network: 0.3461274000237473
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Testing time for Neural Network: 0.002259969711303711 seconds
RMSE for Neural Network: 0.5094961541350678
MAE for Neural Network: 0.37334342997047243
Training time for Neural Network: 0.5696859359741211 seconds
Testing time for Neural Network: 0.0010311603546142578 seconds
RMSE for Neural Network: 0.1966786416715516
MAE for Neural Network: 0.14498841801389356
Training time for Neural Network: 0.6050288677215576 seconds
Testing time for Neural Network: 0.0009789466857910156 seconds
RMSE for Neural Network: 256.4780818798194
MAE for Neural Network: 196.546689282027
Training time for Neural Network: 0.6212170124053955 seconds
Testing time for Neural Network: 0.0013480186462402344 seconds
RMSE for Neural Network: 0.33849764909114377
MAE for Neural Network: 0.2718921518225245
Training time for Neural Network: 0.6235570907592773 seconds
Testing time for Neural Network: 0.0010309219360351562 seconds
RMSE for Neural Network: 257.78322414094634
MAE for Neural Network: 198.24409164840546
Training time for Neural Network: 0.5819158554077148 seconds
Testing time for Neural Network: 0.0008630752563476562 seconds
RMSE for Neural Network: 0.692868193980414
MAE for Neural Network: 0.5423968761999194
Training time for Neural Network: 0.6007888317108154 seconds
Testing time for Neural Network: 0.0014719963073730469 seconds
RMSE for Neural Network: 0.21191183256310384
MAE for Neural Network: 0.1712908910957161
Training time for Neural Network: 0.5592138767242432 seconds
Testing time for Neural Network: 0.001535177230834961 seconds
RMSE for Neural Network: 258.3136226873148
MAE for Neural Network: 198.93329759204326
Training time for Neural Network: 0.6160769462585449 seconds
Testing time for Neural Network: 0.0008528232574462891 seconds
RMSE for Neural Network: 255.83543720460577
MAE for Neural Network: 195.7201435273867
Training time for Neural Network: 0.8062310218811035 seconds
Testing time for Neural Network: 0.0013799667358398438 seconds
RMSE for Neural Network: 256.03613405310006
MAE for Neural Network: 195.97539431231027
Training time for Neural Network: 0.5980451107025146 seconds
Testing time for Neural Network: 0.0023598670959472656 seconds
RMSE for Neural Network: 256.94204058090156
MAE for Neural Network: 197.1490335834231
Training time for Neural Network: 0.6402108669281006 seconds
Testing time for Neural Network: 0.0009191036224365234 seconds
RMSE for Neural Network: 0.16040623379779914
MAE for Neural Network: 0.12715840730708902
Training time for Neural Network: 0.6886930465698242 seconds
Testing time for Neural Network: 0.0007958412170410156 seconds
RMSE for Neural Network: 258.4178218168689
MAE for Neural Network: 199.06858078957364
Training time for Neural Network: 0.6571412086486816 seconds
Testing time for Neural Network: 0.0022079944610595703 seconds
RMSE for Neural Network: 0.3578776769910735
MAE for Neural Network: 0.284918178560355
Training time for Neural Network: 0.674293041229248 seconds
Testing time for Neural Network: 0.0009577274322509766 seconds
RMSE for Neural Network: 258.0543710823767
MAE for Neural Network: 198.59654493399674
Training time for Neural Network: 0.5992393493652344 seconds
Testing time for Neural Network: 0.0009238719940185547 seconds
RMSE for Neural Network: 0.3494320647140145
MAE for Neural Network: 0.27359601826663743
Training time for Neural Network: 0.46056604385375977 seconds
Testing time for Neural Network: 0.001775979995727539 seconds
RMSE for Neural Network: 256.2935528593359
MAE for Neural Network: 196.30823764138756
Training time for Neural Network: 1.1842067241668701 seconds
Testing time for Neural Network: 0.0019173622131347656 seconds
RMSE for Neural Network: 256.1466811770482
MAE for Neural Network: 196.11836101741392
Training time for Neural Network: 0.5731761455535889 seconds
Testing time for Neural Network: 0.0014278888702392578 seconds
RMSE for Neural Network: 256.9963964885906
MAE for Neural Network: 197.2198697725989
Training time for Neural Network: 0.5900058746337891 seconds
Testing time for Neural Network: 0.0008094310760498047 seconds
RMSE for Neural Network: 0.21629619898184374
MAE for Neural Network: 0.1687999007006379
Training time for Neural Network: 0.633753776550293 seconds
Testing time for Neural Network: 0.0006740093231201172 seconds
RMSE for Neural Network: 256.9778647330118
MAE for Neural Network: 197.1957205107101
Training time for Neural Network: 0.6403377056121826 seconds
Testing time for Neural Network: 0.0006351470947265625 seconds
RMSE for Neural Network: 0.17614377213633509
MAE for Neural Network: 0.13524832522600244
Training time for Neural Network: 0.9858009815216064 seconds
Testing time for Neural Network: 0.000946044921875 seconds
RMSE for Neural Network: 0.18368995295987053
MAE for Neural Network: 0.14224320340225033
Training time for Neural Network: 0.6046240329742432 seconds
Testing time for Neural Network: 0.001027822494506836 seconds
RMSE for Neural Network: 258.2591263964016
MAE for Neural Network: 198.86252938156176
Training time for Neural Network: 0.7010989189147949 seconds
Testing time for Neural Network: 0.0020751953125 seconds
RMSE for Neural Network: 0.20043753121216007
MAE for Neural Network: 0.14624328789008353
Training time for Neural Network: 0.6380858421325684 seconds
Testing time for Neural Network: 0.0027420520782470703 seconds
RMSE for Neural Network: 256.5204382611654
MAE for Neural Network: 196.60140591412542
Training time for Neural Network: 0.7158570289611816 seconds
Testing time for Neural Network: 0.002482891082763672 seconds
RMSE for Neural Network: 258.45445510412196
MAE for Neural Network: 199.1161334200938
Training time for Neural Network: 0.6021440029144287 seconds
Testing time for Neural Network: 0.0009248256683349609 seconds
RMSE for Neural Network: 257.1859607577343
MAE for Neural Network: 197.4668266719219
Training time for Neural Network: 0.6439642906188965 seconds
Testing time for Neural Network: 0.0029189586639404297 seconds
RMSE for Neural Network: 256.31096545485093
MAE for Neural Network: 196.33074366625456
Training time for Neural Network: 0.5637810230255127 seconds
Testing time for Neural Network: 0.0006258487701416016 seconds
RMSE for Neural Network: 257.7914922021396
MAE for Neural Network: 198.25484275751202
Training time for Neural Network: 0.5857388973236084 seconds
Testing time for Neural Network: 0.0006232261657714844 seconds
RMSE for Neural Network: 257.7935462155085
MAE for Neural Network: 198.25751359120673
Training time for Neural Network: 0.7181620597839355 seconds
Testing time for Neural Network: 0.0013687610626220703 seconds
RMSE for Neural Network: 256.9694063544224
MAE for Neural Network: 197.18469775097728
Training time for Neural Network: 0.7751748561859131 seconds
Testing time for Neural Network: 0.0010230541229248047 seconds
RMSE for Neural Network: 257.5881960167398
MAE for Neural Network: 197.99042389004163
Training time for Neural Network: 0.6746249198913574 seconds
Testing time for Neural Network: 0.0008001327514648438 seconds
RMSE for Neural Network: 257.9901828855229
MAE for Neural Network: 198.5131322867723
Training time for Neural Network: 0.766639232635498 seconds
Testing time for Neural Network: 0.0009348392486572266 seconds
RMSE for Neural Network: 257.17285706631685
MAE for Neural Network: 197.44975977866432
Training time for Neural Network: 0.6053159236907959 seconds
Testing time for Neural Network: 0.0013179779052734375 seconds
RMSE for Neural Network: 256.13382593814515
MAE for Neural Network: 196.1017380290149
Training time for Neural Network: 0.7842419147491455 seconds
Testing time for Neural Network: 0.0010139942169189453 seconds
RMSE for Neural Network: 0.1453087429520139
MAE for Neural Network: 0.1164655093053571
Training time for Neural Network: 0.7000200748443604 seconds
Testing time for Neural Network: 0.000804901123046875 seconds
RMSE for Neural Network: 0.16731267396467348
MAE for Neural Network: 0.131478338153278
Training time for Neural Network: 0.7321441173553467 seconds
Testing time for Neural Network: 0.0007097721099853516 seconds
RMSE for Neural Network: 256.8749228425499
MAE for Neural Network: 197.06155183182221
Training time for Neural Network: 1.1573197841644287 seconds
Testing time for Neural Network: 0.004977226257324219 seconds
RMSE for Neural Network: 257.05029828904037
MAE for Neural Network: 197.29010384579522
Training time for Neural Network: 1.1196138858795166 seconds
Testing time for Neural Network: 0.0016980171203613281 seconds
RMSE for Neural Network: 0.4219000878317939
MAE for Neural Network: 0.3111864946480767
Training time for Neural Network: 1.0973010063171387 seconds
Testing time for Neural Network: 0.0013828277587890625 seconds
RMSE for Neural Network: 257.9660254954963
MAE for Neural Network: 198.4817360236025
Training time for Neural Network: 0.5921547412872314 seconds
Testing time for Neural Network: 0.0009212493896484375 seconds
RMSE for Neural Network: 257.9364011697073
MAE for Neural Network: 198.44323186589205
Training time for Neural Network: 0.5368139743804932 seconds
Testing time for Neural Network: 0.0008618831634521484 seconds
RMSE for Neural Network: 257.896043827435
MAE for Neural Network: 198.39077258492208
Training time for Neural Network: 0.5976929664611816 seconds
Testing time for Neural Network: 0.00144195556640625 seconds
RMSE for Neural Network: 0.26524355476971395
MAE for Neural Network: 0.2070278274140105
Training time for Neural Network: 0.5718331336975098 seconds
Testing time for Neural Network: 0.0008139610290527344 seconds
RMSE for Neural Network: 0.4349490801636635
MAE for Neural Network: 0.32850141195800575
Training time for Neural Network: 0.6111407279968262 seconds
Testing time for Neural Network: 0.002515077590942383 seconds
RMSE for Neural Network: 0.17148511655350507
MAE for Neural Network: 0.13651993329325407
Training time for Neural Network: 0.6681528091430664 seconds
Testing time for Neural Network: 0.002955913543701172 seconds
RMSE for Neural Network: 256.3526677233992
MAE for Neural Network: 196.38464005774387
Training time for Neural Network: 0.575707197189331 seconds
Testing time for Neural Network: 0.003045797348022461 seconds
RMSE for Neural Network: 0.18690892019990038
MAE for Neural Network: 0.1496230012037389
Training time for Neural Network: 0.6164431571960449 seconds
Testing time for Neural Network: 0.0007419586181640625 seconds
RMSE for Neural Network: 256.77121294353867
MAE for Neural Network: 196.92634415307694
Training time for Neural Network: 0.5827648639678955 seconds
Testing time for Neural Network: 0.0014870166778564453 seconds
RMSE for Neural Network: 256.2447812761292
MAE for Neural Network: 196.2451939471475
Training time for Neural Network: 0.535919189453125 seconds
Testing time for Neural Network: 0.002669811248779297 seconds
RMSE for Neural Network: 0.21045180572735228
MAE for Neural Network: 0.1466266796247199
Training time for Neural Network: 0.6264681816101074 seconds
Testing time for Neural Network: 0.0011157989501953125 seconds
RMSE for Neural Network: 256.14084495916825
MAE for Neural Network: 196.11081433202386
Training time for Neural Network: 0.6824278831481934 seconds
Testing time for Neural Network: 0.0009338855743408203 seconds
RMSE for Neural Network: 0.2509317652909422
MAE for Neural Network: 0.1893341194580681
Training time for Neural Network: 0.5471937656402588 seconds
Testing time for Neural Network: 0.0007569789886474609 seconds
RMSE for Neural Network: 257.04112108236933
MAE for Neural Network: 197.27814666678427
Training time for Neural Network: 0.6032919883728027 seconds
Testing time for Neural Network: 0.0013780593872070312 seconds
RMSE for Neural Network: 256.1468448841943
MAE for Neural Network: 196.11857270178515
Training time for Neural Network: 0.5433788299560547 seconds
Testing time for Neural Network: 0.0011920928955078125 seconds
RMSE for Neural Network: 0.7861223587235553
MAE for Neural Network: 0.572299142281604
Training time for Neural Network: 0.6510190963745117 seconds
Testing time for Neural Network: 0.0014178752899169922 seconds
RMSE for Neural Network: 256.07110118331025
MAE for Neural Network: 196.02062078642695
Training time for Neural Network: 0.6331319808959961 seconds
Testing time for Neural Network: 0.0013530254364013672 seconds
RMSE for Neural Network: 256.4594595032651
MAE for Neural Network: 196.5226305965468
Training time for Neural Network: 0.5915851593017578 seconds
Testing time for Neural Network: 0.0008800029754638672 seconds
RMSE for Neural Network: 0.20315978541358282
MAE for Neural Network: 0.15547436915052018
Training time for Neural Network: 0.4939749240875244 seconds
Testing time for Neural Network: 0.0009491443634033203 seconds
RMSE for Neural Network: 257.49270272528514
MAE for Neural Network: 197.86616987694504
Training time for Neural Network: 0.5646529197692871 seconds
Testing time for Neural Network: 0.0015630722045898438 seconds
RMSE for Neural Network: 0.26842516895324864
MAE for Neural Network: 0.21314916451731508
Training time for Neural Network: 0.6096529960632324 seconds
Testing time for Neural Network: 0.002540111541748047 seconds
RMSE for Neural Network: 256.18118420819656
MAE for Neural Network: 196.16297365090057
Training time for Neural Network: 0.5242030620574951 seconds
Testing time for Neural Network: 0.0009021759033203125 seconds
RMSE for Neural Network: 0.18835870465433202
MAE for Neural Network: 0.14840477069065283
Training time for Neural Network: 1.2283518314361572 seconds
Testing time for Neural Network: 0.00096893310546875 seconds
RMSE for Neural Network: 0.16583660366475508
MAE for Neural Network: 0.12647649605117123
Training time for Neural Network: 0.6335780620574951 seconds
Testing time for Neural Network: 0.0009398460388183594 seconds
RMSE for Neural Network: 257.72581089653147
MAE for Neural Network: 198.16942959819687
Training time for Neural Network: 1.1758232116699219 seconds
Testing time for Neural Network: 0.0029549598693847656 seconds
RMSE for Neural Network: 0.44259930595034835
MAE for Neural Network: 0.3292814144136033
Training time for Neural Network: 0.6049361228942871 seconds
Testing time for Neural Network: 0.0007801055908203125 seconds
RMSE for Neural Network: 258.4544598058412
MAE for Neural Network: 199.1161395229659
Training time for Neural Network: 0.6302170753479004 seconds
Testing time for Neural Network: 0.0008890628814697266 seconds
RMSE for Neural Network: 255.90039296485892
MAE for Neural Network: 195.80080419615803
Training time for Neural Network: 0.5947110652923584 seconds
Testing time for Neural Network: 0.001416921615600586 seconds
RMSE for Neural Network: 257.9781569671321
MAE for Neural Network: 198.49750299980676
Training time for Neural Network: 0.5958189964294434 seconds
Testing time for Neural Network: 0.000701904296875 seconds
RMSE for Neural Network: 0.5259079661745225
MAE for Neural Network: 0.4088899350634879
Training time for Neural Network: 0.48676514625549316 seconds
Testing time for Neural Network: 0.0013539791107177734 seconds
RMSE for Neural Network: 257.4025158525187
MAE for Neural Network: 197.7487911270412
Training time for Neural Network: 0.5731930732727051 seconds
Testing time for Neural Network: 0.0008790493011474609 seconds
RMSE for Neural Network: 0.2568240469008569
MAE for Neural Network: 0.20368363103143086
Training time for Neural Network: 0.5042390823364258 seconds
Testing time for Neural Network: 0.0018618106842041016 seconds
RMSE for Neural Network: 0.3931929548494513
MAE for Neural Network: 0.29445219684928176
Training time for Neural Network: 0.18553590774536133 seconds
Testing time for Neural Network: 0.0012500286102294922 seconds
RMSE for Neural Network: 0.7966629815191347
MAE for Neural Network: 0.6495493077738077
Training time for Neural Network: 0.7766208648681641 seconds
Testing time for Neural Network: 0.0006608963012695312 seconds
RMSE for Neural Network: 0.210306250042679
MAE for Neural Network: 0.16178194871401272
Training time for Neural Network: 0.7609059810638428 seconds
Testing time for Neural Network: 0.0007989406585693359 seconds
RMSE for Neural Network: 6.167965457862764
MAE for Neural Network: 5.111538613927476
Training time for Neural Network: 0.8670251369476318 seconds
Testing time for Neural Network: 0.0013730525970458984 seconds
RMSE for Neural Network: 0.12487212663264002
MAE for Neural Network: 0.08800514079224944
Training time for Neural Network: 0.7490911483764648 seconds
Testing time for Neural Network: 0.0034949779510498047 seconds
RMSE for Neural Network: 0.273319696334535
MAE for Neural Network: 0.2160762055780387
Training time for Neural Network: 1.0430550575256348 seconds
Testing time for Neural Network: 0.0007319450378417969 seconds
RMSE for Neural Network: 256.61299914132525
MAE for Neural Network: 196.7209554182917
Training time for Neural Network: 0.7185389995574951 seconds
Testing time for Neural Network: 0.005759000778198242 seconds
RMSE for Neural Network: 256.2747730799822
MAE for Neural Network: 196.28396330454473
Training time for Neural Network: 0.8337991237640381 seconds
Testing time for Neural Network: 0.0009388923645019531 seconds
RMSE for Neural Network: 0.4063230347734741
MAE for Neural Network: 0.31473425353958506
Training time for Neural Network: 0.8322200775146484 seconds
Testing time for Neural Network: 0.0009400844573974609 seconds
RMSE for Neural Network: 258.1296612274802
MAE for Neural Network: 198.694366378148
Training time for Neural Network: 0.7464280128479004 seconds
Testing time for Neural Network: 0.0013151168823242188 seconds
RMSE for Neural Network: 257.7512374014086
MAE for Neural Network: 198.20249647004277
Training time for Neural Network: 0.7374451160430908 seconds
Testing time for Neural Network: 0.0006580352783203125 seconds
RMSE for Neural Network: 0.2191834525988296
MAE for Neural Network: 0.15995566610692508
Training time for Neural Network: 0.6045911312103271 seconds
Testing time for Neural Network: 0.0006117820739746094 seconds
RMSE for Neural Network: 0.24340369851930682
MAE for Neural Network: 0.1928257131431302
Training time for Neural Network: 1.1773979663848877 seconds
Testing time for Neural Network: 0.0007691383361816406 seconds
RMSE for Neural Network: 255.97252327447887
MAE for Neural Network: 195.89310895258868
Training time for Neural Network: 1.0724480152130127 seconds
Testing time for Neural Network: 0.003473997116088867 seconds
RMSE for Neural Network: 258.44729613086713
MAE for Neural Network: 199.10684092304845
Training time for Neural Network: 1.1449029445648193 seconds
Testing time for Neural Network: 0.0009169578552246094 seconds
RMSE for Neural Network: 258.25197708394813
MAE for Neural Network: 198.8532446121211
Training time for Neural Network: 1.0638108253479004 seconds
Testing time for Neural Network: 0.0034401416778564453 seconds
RMSE for Neural Network: 0.4148163439469975
MAE for Neural Network: 0.3318953398133981
Training time for Neural Network: 1.2136387825012207 seconds
Testing time for Neural Network: 0.0008900165557861328 seconds
RMSE for Neural Network: 256.28316221088755
MAE for Neural Network: 196.29480706871422
Training time for Neural Network: 0.8948521614074707 seconds
Testing time for Neural Network: 0.0017828941345214844 seconds
RMSE for Neural Network: 256.4795452603014
MAE for Neural Network: 196.54857980559117
Training time for Neural Network: 0.8404850959777832 seconds
Testing time for Neural Network: 0.0009710788726806641 seconds
RMSE for Neural Network: 0.26222029878314046
MAE for Neural Network: 0.19429651308620768
Training time for Neural Network: 0.7948341369628906 seconds
Testing time for Neural Network: 0.00146484375 seconds
RMSE for Neural Network: 0.30920497952492626
MAE for Neural Network: 0.2530042921470161
Training time for Neural Network: 0.5769898891448975 seconds
Testing time for Neural Network: 0.0013530254364013672 seconds
RMSE for Neural Network: 0.29988465415449966
MAE for Neural Network: 0.24089426047415977
Training time for Neural Network: 0.6162750720977783 seconds
Testing time for Neural Network: 0.0008208751678466797 seconds
RMSE for Neural Network: 256.6833890448527
MAE for Neural Network: 196.81184914617154
Training time for Neural Network: 0.6801481246948242 seconds
Testing time for Neural Network: 0.0008318424224853516 seconds
RMSE for Neural Network: 0.20417125448177992
MAE for Neural Network: 0.144270675324081
Training time for Neural Network: 0.7495951652526855 seconds
Testing time for Neural Network: 0.0006728172302246094 seconds
RMSE for Neural Network: 256.63759471546814
MAE for Neural Network: 196.7527174067602
Training time for Neural Network: 0.5408241748809814 seconds
Testing time for Neural Network: 0.0013339519500732422 seconds
RMSE for Neural Network: 0.4372249447243359
MAE for Neural Network: 0.3502447628691905
Training time for Neural Network: 0.20332002639770508 seconds
Testing time for Neural Network: 0.0015747547149658203 seconds
RMSE for Neural Network: 257.4231904004691
MAE for Neural Network: 197.77570169501655
Training time for Neural Network: 0.6144330501556396 seconds
Testing time for Neural Network: 0.0011749267578125 seconds
RMSE for Neural Network: 0.18031049829660034
MAE for Neural Network: 0.13287222180708588
Training time for Neural Network: 0.6349170207977295 seconds
Testing time for Neural Network: 0.0009987354278564453 seconds
RMSE for Neural Network: 257.4103336422977
MAE for Neural Network: 197.75896715658436
Training time for Neural Network: 0.6095411777496338 seconds
Testing time for Neural Network: 0.0009317398071289062 seconds
RMSE for Neural Network: 257.0367069005326
MAE for Neural Network: 197.2723952287047
Training time for Neural Network: 0.6498172283172607 seconds
Testing time for Neural Network: 0.0016109943389892578 seconds
RMSE for Neural Network: 257.3766608844622
MAE for Neural Network: 197.71513546776185
Training time for Neural Network: 0.5794210433959961 seconds
Testing time for Neural Network: 0.0012450218200683594 seconds
RMSE for Neural Network: 0.151310546777161
MAE for Neural Network: 0.11045996123821246
Training time for Neural Network: 0.6107919216156006 seconds
Testing time for Neural Network: 0.0008990764617919922 seconds
RMSE for Neural Network: 0.2830884645305246
MAE for Neural Network: 0.2173713222145347
Training time for Neural Network: 0.5306577682495117 seconds
Testing time for Neural Network: 0.0008301734924316406 seconds
RMSE for Neural Network: 258.43209032311506
MAE for Neural Network: 199.08710288156465
Training time for Neural Network: 1.3718740940093994 seconds
Testing time for Neural Network: 0.0009181499481201172 seconds
RMSE for Neural Network: 258.00509149674394
MAE for Neural Network: 198.53250732120225
Training time for Neural Network: 0.6733570098876953 seconds
Testing time for Neural Network: 0.0018777847290039062 seconds
RMSE for Neural Network: 0.3230396146642706
MAE for Neural Network: 0.26113482142206335
Training time for Neural Network: 0.6164557933807373 seconds
Testing time for Neural Network: 0.0008530616760253906 seconds
RMSE for Neural Network: 257.20885028775984
MAE for Neural Network: 197.49663767100256
Training time for Neural Network: 1.0234310626983643 seconds
Testing time for Neural Network: 0.0009620189666748047 seconds
RMSE for Neural Network: 257.8042811680935
MAE for Neural Network: 198.2714720114758
Training time for Neural Network: 0.8134698867797852 seconds
Testing time for Neural Network: 0.0009419918060302734 seconds
RMSE for Neural Network: 257.7472211577201
MAE for Neural Network: 198.19727354211176
Training time for Neural Network: 0.7014195919036865 seconds
Testing time for Neural Network: 0.0009043216705322266 seconds
RMSE for Neural Network: 0.2683000216923801
MAE for Neural Network: 0.2179230833917952
Training time for Neural Network: 0.6226620674133301 seconds
Testing time for Neural Network: 0.0018389225006103516 seconds
RMSE for Neural Network: 258.32845990047235
MAE for Neural Network: 198.95256323945654
Training time for Neural Network: 0.6869280338287354 seconds
Testing time for Neural Network: 0.0008652210235595703 seconds
RMSE for Neural Network: 0.22607283303109213
MAE for Neural Network: 0.17976993795592647
Training time for Neural Network: 0.6965529918670654 seconds
Testing time for Neural Network: 0.0029098987579345703 seconds
RMSE for Neural Network: 0.20548967650973796
MAE for Neural Network: 0.17123406014006545
Training time for Neural Network: 0.7326028347015381 seconds
Testing time for Neural Network: 0.0010170936584472656 seconds
RMSE for Neural Network: 258.38664403355733
MAE for Neural Network: 199.02810615569922
Training time for Neural Network: 0.7224729061126709 seconds
Testing time for Neural Network: 0.0008661746978759766 seconds
RMSE for Neural Network: 0.1559558802286526
MAE for Neural Network: 0.1189310463330984
Training time for Neural Network: 0.6974689960479736 seconds
Testing time for Neural Network: 0.001543283462524414 seconds
RMSE for Neural Network: 258.04087545313337
MAE for Neural Network: 198.57900853216958
Training time for Neural Network: 0.6153039932250977 seconds
Testing time for Neural Network: 0.0008420944213867188 seconds
RMSE for Neural Network: 257.70314756379776
MAE for Neural Network: 198.13995429818922
Training time for Neural Network: 0.5965068340301514 seconds
Testing time for Neural Network: 0.0013360977172851562 seconds
RMSE for Neural Network: 15.323957525723825
MAE for Neural Network: 11.817220780261088
Training time for Neural Network: 0.6514370441436768 seconds
Testing time for Neural Network: 0.0009710788726806641 seconds
RMSE for Neural Network: 0.2310719029165496
MAE for Neural Network: 0.18131285587266366
Training time for Neural Network: 0.6758332252502441 seconds
Testing time for Neural Network: 0.0013849735260009766 seconds
RMSE for Neural Network: 256.5965273258303
MAE for Neural Network: 196.69968301447648
Training time for Neural Network: 0.6731672286987305 seconds
Testing time for Neural Network: 0.0017108917236328125 seconds
RMSE for Neural Network: 0.22544952331269053
MAE for Neural Network: 0.1847343618318922
Training time for Neural Network: 0.6615941524505615 seconds
Testing time for Neural Network: 0.0008549690246582031 seconds
RMSE for Neural Network: 256.3652663318085
MAE for Neural Network: 196.4009213996592
Training time for Neural Network: 0.573901891708374 seconds
Testing time for Neural Network: 0.0013170242309570312 seconds
RMSE for Neural Network: 0.2749130617943427
MAE for Neural Network: 0.21328469503277403
Training time for Neural Network: 0.6664118766784668 seconds
Testing time for Neural Network: 0.0006699562072753906 seconds
RMSE for Neural Network: 0.3469378547363735
MAE for Neural Network: 0.2616049511203483
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Testing time for Neural Network: 0.0026030540466308594 seconds
RMSE for Neural Network: 255.8673050982629
MAE for Neural Network: 195.7597182067819
Training time for Neural Network: 0.6879370212554932 seconds
Testing time for Neural Network: 0.0016849040985107422 seconds
RMSE for Neural Network: 256.938624038965
MAE for Neural Network: 197.14458082340636
Training time for Neural Network: 1.231398105621338 seconds
Testing time for Neural Network: 0.002526998519897461 seconds
RMSE for Neural Network: 0.320831881131167
MAE for Neural Network: 0.25941670059966754
Training time for Neural Network: 0.6229503154754639 seconds
Testing time for Neural Network: 0.0014448165893554688 seconds
RMSE for Neural Network: 0.2793189192720853
MAE for Neural Network: 0.20716516885917513
Training time for Neural Network: 0.7124643325805664 seconds
Testing time for Neural Network: 0.004778861999511719 seconds
RMSE for Neural Network: 0.39840640845011777
MAE for Neural Network: 0.3276665859990105
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Testing time for Neural Network: 0.0030379295349121094 seconds
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MAE for Neural Network: 0.21909733863328068
Training time for Neural Network: 0.7048840522766113 seconds
Testing time for Neural Network: 0.0007207393646240234 seconds
RMSE for Neural Network: 257.940286278779
MAE for Neural Network: 198.44828170225728
Training time for Neural Network: 0.5880262851715088 seconds
Testing time for Neural Network: 0.0009720325469970703 seconds
RMSE for Neural Network: 0.3287127815709869
MAE for Neural Network: 0.24417427447477866
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Testing time for Neural Network: 0.0008459091186523438 seconds
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MAE for Neural Network: 197.74951827085505
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Testing time for Neural Network: 0.0008289813995361328 seconds
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MAE for Neural Network: 0.24100362942454504
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Testing time for Neural Network: 0.0010221004486083984 seconds
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MAE for Neural Network: 196.12629215265864
Training time for Neural Network: 0.6201891899108887 seconds
Testing time for Neural Network: 0.0009739398956298828 seconds
RMSE for Neural Network: 0.28021930870491035
MAE for Neural Network: 0.22675393133680646
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Testing time for Neural Network: 0.0026040077209472656 seconds
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MAE for Neural Network: 198.0285828440573
Training time for Neural Network: 0.5050740242004395 seconds
Testing time for Neural Network: 0.0010111331939697266 seconds
RMSE for Neural Network: 0.25095587097413813
MAE for Neural Network: 0.18998055398071031
Training time for Neural Network: 0.6027829647064209 seconds
Testing time for Neural Network: 0.0009109973907470703 seconds
RMSE for Neural Network: 257.99604093221325
MAE for Neural Network: 198.5207454189518
Training time for Neural Network: 0.6356737613677979 seconds
Testing time for Neural Network: 0.0008921623229980469 seconds
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MAE for Neural Network: 199.06716798567518
Training time for Neural Network: 0.567018985748291 seconds
Testing time for Neural Network: 0.0006499290466308594 seconds
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Testing time for Neural Network: 0.0008001327514648438 seconds
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MAE for Neural Network: 198.41131446983275
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Testing time for Neural Network: 0.0006451606750488281 seconds
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Testing time for Neural Network: 0.0009002685546875 seconds
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MAE for Neural Network: 0.19886330658331894
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Testing time for Neural Network: 0.0009610652923583984 seconds
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MAE for Neural Network: 0.17356966565298917
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Testing time for Neural Network: 0.0013580322265625 seconds
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MAE for Neural Network: 198.3055904741663
Training time for Neural Network: 0.6002459526062012 seconds
Testing time for Neural Network: 0.0008671283721923828 seconds
RMSE for Neural Network: 0.12806458624517972
MAE for Neural Network: 0.09727434770943028
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Testing time for Neural Network: 0.0012958049774169922 seconds
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MAE for Neural Network: 196.66942556147183
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Testing time for Neural Network: 0.0026853084564208984 seconds
RMSE for Neural Network: 258.20969004026296
MAE for Neural Network: 198.7983230706151
Training time for Neural Network: 0.1796400547027588 seconds
Testing time for Neural Network: 0.000621795654296875 seconds
RMSE for Neural Network: 256.17479304253806
MAE for Neural Network: 196.1547101540462
Training time for Neural Network: 1.0460319519042969 seconds
Testing time for Neural Network: 0.0027008056640625 seconds
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MAE for Neural Network: 196.1054485202065
Training time for Neural Network: 1.3451881408691406 seconds
Testing time for Neural Network: 0.0008509159088134766 seconds
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MAE for Neural Network: 196.7890648603642
Training time for Neural Network: 0.7204949855804443 seconds
Testing time for Neural Network: 0.006098031997680664 seconds
RMSE for Neural Network: 256.8418494616135
MAE for Neural Network: 197.01843786778463
Training time for Neural Network: 0.6268842220306396 seconds
Testing time for Neural Network: 0.00403285026550293 seconds
RMSE for Neural Network: 257.51949721186645
MAE for Neural Network: 197.901037564871
Training time for Neural Network: 0.6630401611328125 seconds
Testing time for Neural Network: 0.001943826675415039 seconds
RMSE for Neural Network: 257.94983545914346
MAE for Neural Network: 198.46069343423952
Training time for Neural Network: 0.7895967960357666 seconds
Testing time for Neural Network: 0.0022101402282714844 seconds
RMSE for Neural Network: 257.53787759912456
MAE for Neural Network: 197.92495452383378
Training time for Neural Network: 0.6406641006469727 seconds
Testing time for Neural Network: 0.0006368160247802734 seconds
RMSE for Neural Network: 0.24710305229842747
MAE for Neural Network: 0.18462192616767742
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Testing time for Neural Network: 0.002395153045654297 seconds
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MAE for Neural Network: 197.65981076635134
Training time for Neural Network: 0.7086241245269775 seconds
Testing time for Neural Network: 0.0014848709106445312 seconds
RMSE for Neural Network: 0.26702351941779745
MAE for Neural Network: 0.2190455008967918
Training time for Neural Network: 0.603740930557251 seconds
Testing time for Neural Network: 0.0006263256072998047 seconds
RMSE for Neural Network: 257.24017926376905
MAE for Neural Network: 197.53743709144362
Training time for Neural Network: 0.7507178783416748 seconds
Testing time for Neural Network: 0.0008080005645751953 seconds
RMSE for Neural Network: 258.2301520899271
MAE for Neural Network: 198.82489953068477
Training time for Neural Network: 0.6501953601837158 seconds
Testing time for Neural Network: 0.0008907318115234375 seconds
RMSE for Neural Network: 0.23707145313710654
MAE for Neural Network: 0.18115315836196974
Training time for Neural Network: 0.6848409175872803 seconds
Testing time for Neural Network: 0.0020143985748291016 seconds
RMSE for Neural Network: 257.548042878191
MAE for Neural Network: 197.93818129756198
Training time for Neural Network: 0.7488210201263428 seconds
Testing time for Neural Network: 0.0007801055908203125 seconds
RMSE for Neural Network: 0.20584296472109545
MAE for Neural Network: 0.16621944792599927
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Testing time for Neural Network: 0.003973960876464844 seconds
RMSE for Neural Network: 0.3514813149279791
MAE for Neural Network: 0.280815215434526
Training time for Neural Network: 0.6849761009216309 seconds
Testing time for Neural Network: 0.0018420219421386719 seconds
RMSE for Neural Network: 0.23346523600371716
MAE for Neural Network: 0.18086832737199998
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Testing time for Neural Network: 0.0015377998352050781 seconds
RMSE for Neural Network: 256.0783346670087
MAE for Neural Network: 196.02997602686958
Training time for Neural Network: 0.6666288375854492 seconds
Testing time for Neural Network: 0.0007722377777099609 seconds
RMSE for Neural Network: 0.221459948566527
MAE for Neural Network: 0.16803282652128698
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Testing time for Neural Network: 0.0007431507110595703 seconds
RMSE for Neural Network: 257.8354988276864
MAE for Neural Network: 198.31206135967088
Training time for Neural Network: 0.6262569427490234 seconds
Testing time for Neural Network: 0.0006961822509765625 seconds
RMSE for Neural Network: 258.22508346592
MAE for Neural Network: 198.8183164499221
Training time for Neural Network: 0.7762718200683594 seconds
Testing time for Neural Network: 0.006128072738647461 seconds
RMSE for Neural Network: 0.21851853020837053
MAE for Neural Network: 0.1568174189000043
Training time for Neural Network: 1.087190866470337 seconds
Testing time for Neural Network: 0.0016252994537353516 seconds
RMSE for Neural Network: 255.9645033194959
MAE for Neural Network: 195.88273350656033
Training time for Neural Network: 1.545731782913208 seconds
Testing time for Neural Network: 0.0008597373962402344 seconds
RMSE for Neural Network: 0.3103831891924001
MAE for Neural Network: 0.24217814039757252
Training time for Neural Network: 0.7569620609283447 seconds
Testing time for Neural Network: 0.0010018348693847656 seconds
RMSE for Neural Network: 0.2339153508431169
MAE for Neural Network: 0.17016796116288113
Training time for Neural Network: 0.4660980701446533 seconds
Testing time for Neural Network: 0.000888824462890625 seconds
RMSE for Neural Network: 257.39638592850105
MAE for Neural Network: 197.74081195861888
Training time for Neural Network: 0.5977892875671387 seconds
Testing time for Neural Network: 0.0006771087646484375 seconds
RMSE for Neural Network: 256.93342217342075
MAE for Neural Network: 197.13780118167406
Training time for Neural Network: 0.6726329326629639 seconds
Testing time for Neural Network: 0.0031490325927734375 seconds
RMSE for Neural Network: 256.6873787951557
MAE for Neural Network: 196.81702075208784
Training time for Neural Network: 0.380856990814209 seconds
Testing time for Neural Network: 0.0013439655303955078 seconds
RMSE for Neural Network: 0.2628144783347969
MAE for Neural Network: 0.21147825287011535
Training time for Neural Network: 0.6568930149078369 seconds
Testing time for Neural Network: 0.0009679794311523438 seconds
RMSE for Neural Network: 257.9009885184283
MAE for Neural Network: 198.3972003426018
Training time for Neural Network: 0.1773209571838379 seconds
Testing time for Neural Network: 0.00048828125 seconds
RMSE for Neural Network: 0.19246184010227138
MAE for Neural Network: 0.1506241074250283
Training time for Neural Network: 0.6503400802612305 seconds
Testing time for Neural Network: 0.001348733901977539 seconds
RMSE for Neural Network: 257.3842867143424
MAE for Neural Network: 197.7250623275937
Training time for Neural Network: 0.6286840438842773 seconds
Testing time for Neural Network: 0.0007009506225585938 seconds
RMSE for Neural Network: 0.18791192727769782
MAE for Neural Network: 0.14434794962497194
Training time for Neural Network: 0.5816371440887451 seconds
Testing time for Neural Network: 0.001374959945678711 seconds
RMSE for Neural Network: 0.33472043430622617
MAE for Neural Network: 0.2620590032534552
Training time for Neural Network: 0.6260550022125244 seconds
Testing time for Neural Network: 0.0008771419525146484 seconds
RMSE for Neural Network: 0.13790354993269718
MAE for Neural Network: 0.1080007885786296
Training time for Neural Network: 0.6036112308502197 seconds
Testing time for Neural Network: 0.0008900165557861328 seconds
RMSE for Neural Network: 257.71745237655165
MAE for Neural Network: 198.15855894828303
Training time for Neural Network: 0.6288793087005615 seconds
Testing time for Neural Network: 0.0014939308166503906 seconds
RMSE for Neural Network: 0.2790224501635877
MAE for Neural Network: 0.22253545606472094
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Testing time for Neural Network: 0.0007851123809814453 seconds
RMSE for Neural Network: 257.34337035317515
MAE for Neural Network: 197.67179740603228
Training time for Neural Network: 0.6961171627044678 seconds
Testing time for Neural Network: 0.00095367431640625 seconds
RMSE for Neural Network: 0.18641765907992489
MAE for Neural Network: 0.13962844445958775
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Testing time for Neural Network: 0.0013289451599121094 seconds
RMSE for Neural Network: 257.57551098626925
MAE for Neural Network: 197.97392021384456
Training time for Neural Network: 0.654472827911377 seconds
Testing time for Neural Network: 0.0015370845794677734 seconds
RMSE for Neural Network: 257.0297795379192
MAE for Neural Network: 197.26336911426642
Training time for Neural Network: 0.6255297660827637 seconds
Testing time for Neural Network: 0.0011703968048095703 seconds
RMSE for Neural Network: 257.9230764415437
MAE for Neural Network: 198.42591208325183
Training time for Neural Network: 1.2244040966033936 seconds
Testing time for Neural Network: 0.0017600059509277344 seconds
RMSE for Neural Network: 258.06139133513494
MAE for Neural Network: 198.60566689504518
Training time for Neural Network: 0.9235470294952393 seconds
Testing time for Neural Network: 0.0009670257568359375 seconds
RMSE for Neural Network: 258.20948555781877
MAE for Neural Network: 198.79805747801808
Training time for Neural Network: 0.7298240661621094 seconds
Testing time for Neural Network: 0.0008592605590820312 seconds
RMSE for Neural Network: 256.89838993133907
MAE for Neural Network: 197.09214082330718
Training time for Neural Network: 1.103855848312378 seconds
Testing time for Neural Network: 0.0012311935424804688 seconds
RMSE for Neural Network: 0.16847295142006502
MAE for Neural Network: 0.1288971097725566
Training time for Neural Network: 1.1261858940124512 seconds
Testing time for Neural Network: 0.0013539791107177734 seconds
RMSE for Neural Network: 257.6194930891943
MAE for Neural Network: 198.0311400879504
Training time for Neural Network: 0.6121959686279297 seconds
Testing time for Neural Network: 0.0007979869842529297 seconds
RMSE for Neural Network: 258.40653709459554
MAE for Neural Network: 199.05393148144697
Training time for Neural Network: 0.6759209632873535 seconds
Testing time for Neural Network: 0.0007770061492919922 seconds
RMSE for Neural Network: 0.5648439474376785
MAE for Neural Network: 0.45476629034183047
Training time for Neural Network: 0.745640754699707 seconds
Testing time for Neural Network: 0.0029358863830566406 seconds
RMSE for Neural Network: 0.29407955521975493
MAE for Neural Network: 0.23030624950165224
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Testing time for Neural Network: 0.0019981861114501953 seconds
RMSE for Neural Network: 257.2062227813522
MAE for Neural Network: 197.49321573778326
Training time for Neural Network: 0.7232081890106201 seconds
Testing time for Neural Network: 0.0006568431854248047 seconds
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MAE for Neural Network: 0.14667926248243496
Training time for Neural Network: 0.3957691192626953 seconds
Testing time for Neural Network: 0.0008080005645751953 seconds
RMSE for Neural Network: 0.39791453073452454
MAE for Neural Network: 0.32188362579955393
Training time for Neural Network: 0.7674329280853271 seconds
Testing time for Neural Network: 0.0013949871063232422 seconds
RMSE for Neural Network: 0.17669068111514463
MAE for Neural Network: 0.1382330489808836
Training time for Neural Network: 0.7208242416381836 seconds
Testing time for Neural Network: 0.0020978450775146484 seconds
RMSE for Neural Network: 258.19296507756894
MAE for Neural Network: 198.77659932835846
Training time for Neural Network: 0.7095918655395508 seconds
Testing time for Neural Network: 0.0008580684661865234 seconds
RMSE for Neural Network: 0.21871549401091192
MAE for Neural Network: 0.17711625002534384
Training time for Neural Network: 0.5998010635375977 seconds
Testing time for Neural Network: 0.000843048095703125 seconds
RMSE for Neural Network: 258.1612931767359
MAE for Neural Network: 198.7354586370651
Training time for Neural Network: 0.76767897605896 seconds
Testing time for Neural Network: 0.001886129379272461 seconds
RMSE for Neural Network: 256.6849332235976
MAE for Neural Network: 196.81384293171357
Training time for Neural Network: 0.5928089618682861 seconds
Testing time for Neural Network: 0.0007700920104980469 seconds
RMSE for Neural Network: 0.4555393803188817
MAE for Neural Network: 0.34475659595945096
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Testing time for Neural Network: 0.0015628337860107422 seconds
RMSE for Neural Network: 256.66592657891
MAE for Neural Network: 196.78930168145217
Training time for Neural Network: 0.9367551803588867 seconds
Testing time for Neural Network: 0.0019567012786865234 seconds
RMSE for Neural Network: 256.1652394901179
MAE for Neural Network: 196.1423575585315
Training time for Neural Network: 0.6232709884643555 seconds
Testing time for Neural Network: 0.0013148784637451172 seconds
RMSE for Neural Network: 0.21379878503756994
MAE for Neural Network: 0.16692389504241778
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Testing time for Neural Network: 0.0014348030090332031 seconds
RMSE for Neural Network: 0.1814627899387327
MAE for Neural Network: 0.14572258421017847
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Testing time for Neural Network: 0.0009140968322753906 seconds
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MAE for Neural Network: 196.4814502766519
Training time for Neural Network: 0.6920320987701416 seconds
Testing time for Neural Network: 0.0014259815216064453 seconds
RMSE for Neural Network: 0.4571541719436713
MAE for Neural Network: 0.364980886728426
Training time for Neural Network: 0.5619189739227295 seconds
Testing time for Neural Network: 0.0008828639984130859 seconds
RMSE for Neural Network: 256.2721959437523
MAE for Neural Network: 196.28063205614632
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Testing time for Neural Network: 0.001062154769897461 seconds
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MAE for Neural Network: 195.82743503299633
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Testing time for Neural Network: 0.0016779899597167969 seconds
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Testing time for Neural Network: 0.0008680820465087891 seconds
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MAE for Neural Network: 199.07142782557884
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Testing time for Neural Network: 0.0008101463317871094 seconds
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MAE for Neural Network: 0.1887810126279378
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Testing time for Neural Network: 0.0009329319000244141 seconds
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MAE for Neural Network: 198.06681448404328
Training time for Neural Network: 0.6253080368041992 seconds
Testing time for Neural Network: 0.0015459060668945312 seconds
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Testing time for Neural Network: 0.002759218215942383 seconds
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MAE for Neural Network: 0.17365849393385374
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Testing time for Neural Network: 0.0009219646453857422 seconds
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MAE for Neural Network: 196.31579382863166
Training time for Neural Network: 0.1909799575805664 seconds
Testing time for Neural Network: 0.0005471706390380859 seconds
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MAE for Neural Network: 0.16565863035343553
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Testing time for Neural Network: 0.0019860267639160156 seconds
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MAE for Neural Network: 8.60973270723981
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Testing time for Neural Network: 0.0025818347930908203 seconds
RMSE for Neural Network: 257.43833597440204
MAE for Neural Network: 197.79541464419518
Training time for Neural Network: 0.7025210857391357 seconds
Testing time for Neural Network: 0.0009570121765136719 seconds
RMSE for Neural Network: 0.16663297844569913
MAE for Neural Network: 0.13147669274947862
Training time for Neural Network: 0.5723302364349365 seconds
Testing time for Neural Network: 0.0012581348419189453 seconds
RMSE for Neural Network: 257.6222393724014
MAE for Neural Network: 198.03471272544846
Training time for Neural Network: 0.5258362293243408 seconds
Testing time for Neural Network: 0.0008208751678466797 seconds
RMSE for Neural Network: 256.85806831797527
MAE for Neural Network: 197.03958101113002
Training time for Neural Network: 0.6429240703582764 seconds
Testing time for Neural Network: 0.001394033432006836 seconds
RMSE for Neural Network: 256.18987824317827
MAE for Neural Network: 196.1742144232391
Training time for Neural Network: 0.5555870532989502 seconds
Testing time for Neural Network: 0.0007450580596923828 seconds
RMSE for Neural Network: 257.1994795416846
MAE for Neural Network: 197.48443356759392
Training time for Neural Network: 0.5984880924224854 seconds
Testing time for Neural Network: 0.001399993896484375 seconds
RMSE for Neural Network: 257.32161553769174
MAE for Neural Network: 197.64347458979674
Training time for Neural Network: 0.6220479011535645 seconds
Testing time for Neural Network: 0.0009419918060302734 seconds
RMSE for Neural Network: 257.4658675523289
MAE for Neural Network: 197.83124672172835
Training time for Neural Network: 0.6348550319671631 seconds
Testing time for Neural Network: 0.0009109973907470703 seconds
RMSE for Neural Network: 0.40220151159288714
MAE for Neural Network: 0.3233044358483898
Training time for Neural Network: 1.102543830871582 seconds
Testing time for Neural Network: 0.0019910335540771484 seconds
RMSE for Neural Network: 0.13977707947373416
MAE for Neural Network: 0.11008321370239013
Training time for Neural Network: 0.5762639045715332 seconds
Testing time for Neural Network: 0.002135038375854492 seconds
RMSE for Neural Network: 257.5766658915029
MAE for Neural Network: 197.9754228099613
Training time for Neural Network: 0.5120513439178467 seconds
Testing time for Neural Network: 0.0008409023284912109 seconds
RMSE for Neural Network: 256.22977856696315
MAE for Neural Network: 196.22579926856918
Training time for Neural Network: 0.6337699890136719 seconds
Testing time for Neural Network: 0.0006928443908691406 seconds
RMSE for Neural Network: 256.81633020822744
MAE for Neural Network: 196.98516869709078
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Testing time for Neural Network: 0.0008962154388427734 seconds
RMSE for Neural Network: 257.67885182054437
MAE for Neural Network: 198.10835393933814
Training time for Neural Network: 0.6468749046325684 seconds
Testing time for Neural Network: 0.0008590221405029297 seconds
RMSE for Neural Network: 256.6091234998831
MAE for Neural Network: 196.71595033612581
Training time for Neural Network: 0.6395649909973145 seconds
Testing time for Neural Network: 0.0006909370422363281 seconds
RMSE for Neural Network: 257.389860951518
MAE for Neural Network: 197.73231841467341
Training time for Neural Network: 0.60123610496521 seconds
Testing time for Neural Network: 0.0009100437164306641 seconds
RMSE for Neural Network: 258.4572875768596
MAE for Neural Network: 199.1198099802918
Training time for Neural Network: 0.5903496742248535 seconds
Testing time for Neural Network: 0.0012362003326416016 seconds
RMSE for Neural Network: 257.09683640017585
MAE for Neural Network: 197.35073476422326
Training time for Neural Network: 1.1305601596832275 seconds
Testing time for Neural Network: 0.008633852005004883 seconds
RMSE for Neural Network: 256.62823885723054
MAE for Neural Network: 196.74063578304091
Training time for Neural Network: 0.817147970199585 seconds
Testing time for Neural Network: 0.004652738571166992 seconds
RMSE for Neural Network: 0.6641535767453755
MAE for Neural Network: 0.5239644134927427
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Testing time for Neural Network: 0.0009279251098632812 seconds
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MAE for Neural Network: 0.13936148761996453
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Testing time for Neural Network: 0.0013077259063720703 seconds
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MAE for Neural Network: 0.09802866767317293
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Testing time for Neural Network: 0.0011539459228515625 seconds
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MAE for Neural Network: 198.91926765066924
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Testing time for Neural Network: 0.0014390945434570312 seconds
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MAE for Neural Network: 199.11799220858978
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MAE for Neural Network: 196.6697376188852
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Testing time for Neural Network: 0.002396821975708008 seconds
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MAE for Neural Network: 196.01910589048944
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Testing time for Neural Network: 0.0013568401336669922 seconds
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MAE for Neural Network: 198.42819770346745
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Testing time for Neural Network: 0.00086212158203125 seconds
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MAE for Neural Network: 0.20510506036842982
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Testing time for Neural Network: 0.007347822189331055 seconds
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MAE for Neural Network: 198.59038767668747
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Testing time for Neural Network: 0.0007240772247314453 seconds
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MAE for Neural Network: 0.17166596242424312
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Testing time for Neural Network: 0.0006809234619140625 seconds
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MAE for Neural Network: 0.17558915886013943
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Testing time for Neural Network: 0.0009200572967529297 seconds
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MAE for Neural Network: 196.23368465884107
Training time for Neural Network: 0.6587131023406982 seconds
Testing time for Neural Network: 0.003305196762084961 seconds
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MAE for Neural Network: 0.12451083193559341
Training time for Neural Network: 0.7070860862731934 seconds
Testing time for Neural Network: 0.0008728504180908203 seconds
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MAE for Neural Network: 0.18475978988687253
Training time for Neural Network: 0.650723934173584 seconds
Testing time for Neural Network: 0.001983165740966797 seconds
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MAE for Neural Network: 197.95465735638209
Training time for Neural Network: 0.5396101474761963 seconds
Testing time for Neural Network: 0.0009019374847412109 seconds
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MAE for Neural Network: 197.33891254990522
Training time for Neural Network: 0.5102248191833496 seconds
Testing time for Neural Network: 0.0008261203765869141 seconds
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MAE for Neural Network: 0.1460299092956195
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Testing time for Neural Network: 0.0010051727294921875 seconds
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MAE for Neural Network: 197.70979406596905
Training time for Neural Network: 0.6360766887664795 seconds
Testing time for Neural Network: 0.0007910728454589844 seconds
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MAE for Neural Network: 199.0765729212409
Training time for Neural Network: 0.5626177787780762 seconds
Testing time for Neural Network: 0.00096893310546875 seconds
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MAE for Neural Network: 0.1789088768922192
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Testing time for Neural Network: 0.0006351470947265625 seconds
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MAE for Neural Network: 197.9758191205473
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Testing time for Neural Network: 0.0014247894287109375 seconds
RMSE for Neural Network: 257.8308875167933
MAE for Neural Network: 198.30606592511825
Training time for Neural Network: 1.148029088973999 seconds
Testing time for Neural Network: 0.0050487518310546875 seconds
RMSE for Neural Network: 0.20003881833102602
MAE for Neural Network: 0.15311698464717305
Training time for Neural Network: 0.5283257961273193 seconds
Testing time for Neural Network: 0.0013260841369628906 seconds
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MAE for Neural Network: 0.17057871766709692
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Testing time for Neural Network: 0.0014810562133789062 seconds
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MAE for Neural Network: 197.7911230775033
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Testing time for Neural Network: 0.0014300346374511719 seconds
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MAE for Neural Network: 198.89688330627533
Training time for Neural Network: 0.658649206161499 seconds
Testing time for Neural Network: 0.0008690357208251953 seconds
RMSE for Neural Network: 0.19284851812413736
MAE for Neural Network: 0.14486677694073177
Training time for Neural Network: 0.557837963104248 seconds
Testing time for Neural Network: 0.002312898635864258 seconds
RMSE for Neural Network: 256.1526641793534
MAE for Neural Network: 196.12609738051833
Training time for Neural Network: 0.5036590099334717 seconds
Testing time for Neural Network: 0.0008070468902587891 seconds
RMSE for Neural Network: 257.2513009591626
MAE for Neural Network: 197.55191993544798
Training time for Neural Network: 0.16907787322998047 seconds
Testing time for Neural Network: 0.0015187263488769531 seconds
RMSE for Neural Network: 257.33778208037535
MAE for Neural Network: 197.66452213547768
Training time for Neural Network: 0.6010129451751709 seconds
Testing time for Neural Network: 0.0008819103240966797 seconds
RMSE for Neural Network: 257.4838397011259
MAE for Neural Network: 197.85463586238023
Training time for Neural Network: 0.6019527912139893 seconds
Testing time for Neural Network: 0.0012259483337402344 seconds
RMSE for Neural Network: 256.0320915980565
MAE for Neural Network: 195.97016552079145
Training time for Neural Network: 0.6232399940490723 seconds
Testing time for Neural Network: 0.003425121307373047 seconds
RMSE for Neural Network: 258.0306842586426
MAE for Neural Network: 198.5657655387336
Training time for Neural Network: 0.6662359237670898 seconds
Testing time for Neural Network: 0.0008449554443359375 seconds
RMSE for Neural Network: 258.20608599682066
MAE for Neural Network: 198.79364192749617
Training time for Neural Network: 1.241393804550171 seconds
Testing time for Neural Network: 0.002279043197631836 seconds
RMSE for Neural Network: 255.8855157884216
MAE for Neural Network: 195.7823313187268
Training time for Neural Network: 0.988731861114502 seconds
Testing time for Neural Network: 0.0006420612335205078 seconds
RMSE for Neural Network: 0.2690294648759325
MAE for Neural Network: 0.2125195530679563
Training time for Neural Network: 0.7658390998840332 seconds
Testing time for Neural Network: 0.0009300708770751953 seconds
RMSE for Neural Network: 255.8723944755205
MAE for Neural Network: 195.76603805229178
Training time for Neural Network: 0.563148021697998 seconds
Testing time for Neural Network: 0.0009148120880126953 seconds
RMSE for Neural Network: 0.3586935232206138
MAE for Neural Network: 0.28510609868354436
Training time for Neural Network: 0.5184950828552246 seconds
Testing time for Neural Network: 0.001489877700805664 seconds
RMSE for Neural Network: 257.95778982180093
MAE for Neural Network: 198.47103202923194
Training time for Neural Network: 0.635915994644165 seconds
Testing time for Neural Network: 0.0009181499481201172 seconds
RMSE for Neural Network: 0.3110173908885593
MAE for Neural Network: 0.2526770167256449
Training time for Neural Network: 0.6445820331573486 seconds
Testing time for Neural Network: 0.0012159347534179688 seconds
RMSE for Neural Network: 0.40772268020031793
MAE for Neural Network: 0.3332279742456711
Training time for Neural Network: 0.5773928165435791 seconds
Testing time for Neural Network: 0.0014331340789794922 seconds
RMSE for Neural Network: 256.04291380601893
MAE for Neural Network: 195.98416358358133
Training time for Neural Network: 0.74546217918396 seconds
Testing time for Neural Network: 0.0017762184143066406 seconds
RMSE for Neural Network: 0.1932266518935474
MAE for Neural Network: 0.1374368180753671
Training time for Neural Network: 0.7276268005371094 seconds
Testing time for Neural Network: 0.0062541961669921875 seconds
RMSE for Neural Network: 0.27509555801489005
MAE for Neural Network: 0.2282772227458296
Training time for Neural Network: 0.7810149192810059 seconds
Testing time for Neural Network: 0.0009319782257080078 seconds
RMSE for Neural Network: 0.23540462268599277
MAE for Neural Network: 0.18577269254673545
Training time for Neural Network: 1.5089640617370605 seconds
Testing time for Neural Network: 0.000701904296875 seconds
RMSE for Neural Network: 0.17603938299866856
MAE for Neural Network: 0.13582436225420425
Training time for Neural Network: 0.7214977741241455 seconds
Testing time for Neural Network: 0.0017583370208740234 seconds
RMSE for Neural Network: 0.25403502714250537
MAE for Neural Network: 0.19841304096511841
Training time for Neural Network: 0.8558750152587891 seconds
Testing time for Neural Network: 0.002596139907836914 seconds
RMSE for Neural Network: 256.35534838592883
MAE for Neural Network: 196.3881043592083
Training time for Neural Network: 1.2761411666870117 seconds
Testing time for Neural Network: 0.0006458759307861328 seconds
RMSE for Neural Network: 4.105972683481096
MAE for Neural Network: 3.0831549392182955
Training time for Neural Network: 0.7309136390686035 seconds
Testing time for Neural Network: 0.0010612010955810547 seconds
RMSE for Neural Network: 0.3105008264664521
MAE for Neural Network: 0.2420772583504956
Training time for Neural Network: 0.6848859786987305 seconds
Testing time for Neural Network: 0.00092315673828125 seconds
RMSE for Neural Network: 256.1178034186142
MAE for Neural Network: 196.08101863513627
Training time for Neural Network: 0.7555501461029053 seconds
Testing time for Neural Network: 0.0013778209686279297 seconds
RMSE for Neural Network: 256.3719927928587
MAE for Neural Network: 196.4096138602099
Training time for Neural Network: 0.5223550796508789 seconds
Testing time for Neural Network: 0.0008311271667480469 seconds
RMSE for Neural Network: 0.23637737578594814
MAE for Neural Network: 0.1840667433516744
Training time for Neural Network: 0.5930831432342529 seconds
Testing time for Neural Network: 0.0019559860229492188 seconds
RMSE for Neural Network: 0.32315924656754164
MAE for Neural Network: 0.2629939431422432
Training time for Neural Network: 0.7155280113220215 seconds
Testing time for Neural Network: 0.002504110336303711 seconds
RMSE for Neural Network: 0.25191193923677263
MAE for Neural Network: 0.1962222710580238
Training time for Neural Network: 0.6113479137420654 seconds
Testing time for Neural Network: 0.0016770362854003906 seconds
RMSE for Neural Network: 0.13501418837289567
MAE for Neural Network: 0.10639226120873456
Training time for Neural Network: 0.530418872833252 seconds
Testing time for Neural Network: 0.0015552043914794922 seconds
RMSE for Neural Network: 255.99693577238398
MAE for Neural Network: 195.92469007763714
Training time for Neural Network: 0.5508780479431152 seconds
Testing time for Neural Network: 0.0006320476531982422 seconds
RMSE for Neural Network: 257.61967363022484
MAE for Neural Network: 198.03137495443386
Training time for Neural Network: 0.5536890029907227 seconds
Testing time for Neural Network: 0.0009050369262695312 seconds
RMSE for Neural Network: 256.4850588055294
MAE for Neural Network: 196.55570261996564
Training time for Neural Network: 0.6748158931732178 seconds
Testing time for Neural Network: 0.0006558895111083984 seconds
RMSE for Neural Network: 257.937767127792
MAE for Neural Network: 198.44500733420085
Training time for Neural Network: 0.6529190540313721 seconds
Testing time for Neural Network: 0.0009720325469970703 seconds
RMSE for Neural Network: 258.4149998026622
MAE for Neural Network: 199.064917421453
Training time for Neural Network: 0.6358590126037598 seconds
Testing time for Neural Network: 0.0019881725311279297 seconds
RMSE for Neural Network: 256.6019964245118
MAE for Neural Network: 196.70674614761447
Training time for Neural Network: 0.6031076908111572 seconds
Testing time for Neural Network: 0.0009212493896484375 seconds
RMSE for Neural Network: 257.35906574151494
MAE for Neural Network: 197.69223035907453
Training time for Neural Network: 0.489274263381958 seconds
Testing time for Neural Network: 0.0032830238342285156 seconds
RMSE for Neural Network: 0.178508031747752
MAE for Neural Network: 0.14351449075088266
Training time for Neural Network: 0.6079449653625488 seconds
Testing time for Neural Network: 0.0014500617980957031 seconds
RMSE for Neural Network: 257.0395949998531
MAE for Neural Network: 197.27615827232773
Training time for Neural Network: 0.6602470874786377 seconds
Testing time for Neural Network: 0.0027468204498291016 seconds
RMSE for Neural Network: 0.1838753561637642
MAE for Neural Network: 0.13823968470535147
Training time for Neural Network: 0.5829617977142334 seconds
Testing time for Neural Network: 0.0007970333099365234 seconds
RMSE for Neural Network: 0.6372002305489368
MAE for Neural Network: 0.5153728680156222
Training time for Neural Network: 0.5696589946746826 seconds
Testing time for Neural Network: 0.0009281635284423828 seconds
RMSE for Neural Network: 257.5814928934463
MAE for Neural Network: 197.9817029581686
Training time for Neural Network: 0.1593921184539795 seconds
Testing time for Neural Network: 0.0004940032958984375 seconds
RMSE for Neural Network: 0.3059166496289056
MAE for Neural Network: 0.23937711854455446
Training time for Neural Network: 1.1594209671020508 seconds
Testing time for Neural Network: 0.0014019012451171875 seconds
RMSE for Neural Network: 0.26002995915035326
MAE for Neural Network: 0.20210212430821733
Training time for Neural Network: 0.6553990840911865 seconds
Testing time for Neural Network: 0.0019199848175048828 seconds
RMSE for Neural Network: 0.11952292369028861
MAE for Neural Network: 0.10033392027908543
Training time for Neural Network: 0.6219868659973145 seconds
Testing time for Neural Network: 0.0009200572967529297 seconds
RMSE for Neural Network: 257.67716634576124
MAE for Neural Network: 198.10616164314806
Training time for Neural Network: 0.5505599975585938 seconds
Testing time for Neural Network: 0.0007841587066650391 seconds
RMSE for Neural Network: 257.7699869986804
MAE for Neural Network: 198.22687865751175
Training time for Neural Network: 0.684211015701294 seconds
Testing time for Neural Network: 0.0016388893127441406 seconds
RMSE for Neural Network: 257.82821591177213
MAE for Neural Network: 198.30259238156066
Training time for Neural Network: 0.17881393432617188 seconds
Testing time for Neural Network: 0.0005362033843994141 seconds
RMSE for Neural Network: 258.47485996150715
MAE for Neural Network: 199.14261838471626
Training time for Neural Network: 0.5181849002838135 seconds
Testing time for Neural Network: 0.0008878707885742188 seconds
RMSE for Neural Network: 256.9101147310782
MAE for Neural Network: 197.10742318881793
Training time for Neural Network: 0.6116108894348145 seconds
Testing time for Neural Network: 0.0011701583862304688 seconds
RMSE for Neural Network: 0.11708816335562643
MAE for Neural Network: 0.0868590149566836
Training time for Neural Network: 0.5532910823822021 seconds
Testing time for Neural Network: 0.0008399486541748047 seconds
RMSE for Neural Network: 257.66720799964787
MAE for Neural Network: 198.09320862496472
Training time for Neural Network: 1.093797206878662 seconds
Testing time for Neural Network: 0.0007958412170410156 seconds
RMSE for Neural Network: 256.95590103436285
MAE for Neural Network: 197.16709741075275
Training time for Neural Network: 0.6006219387054443 seconds
Testing time for Neural Network: 0.0007066726684570312 seconds
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MAE for Neural Network: 0.3943053151378995
Training time for Neural Network: 0.5695137977600098 seconds
Testing time for Neural Network: 0.0010619163513183594 seconds
RMSE for Neural Network: 0.27673011920569707
MAE for Neural Network: 0.21881378217500597
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Testing time for Neural Network: 0.0008308887481689453 seconds
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MAE for Neural Network: 198.37906830499807
Training time for Neural Network: 0.2191300392150879 seconds
Testing time for Neural Network: 0.0013461112976074219 seconds
RMSE for Neural Network: 256.420140627718
MAE for Neural Network: 196.47182958324692
Training time for Neural Network: 0.5885987281799316 seconds
Testing time for Neural Network: 0.0007991790771484375 seconds
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MAE for Neural Network: 197.3410786496001
Training time for Neural Network: 0.6142368316650391 seconds
Testing time for Neural Network: 0.0019779205322265625 seconds
RMSE for Neural Network: 0.14172333658442193
MAE for Neural Network: 0.110164324306103
Training time for Neural Network: 0.599128007888794 seconds
Testing time for Neural Network: 0.0009050369262695312 seconds
RMSE for Neural Network: 0.4341287408565664
MAE for Neural Network: 0.34880378405613127
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Testing time for Neural Network: 0.0008530616760253906 seconds
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MAE for Neural Network: 0.18118717606519602
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Testing time for Neural Network: 0.0008711814880371094 seconds
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Testing time for Neural Network: 0.0008683204650878906 seconds
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MAE for Neural Network: 198.30598765216862
Training time for Neural Network: 0.664740800857544 seconds
Testing time for Neural Network: 0.0008063316345214844 seconds
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MAE for Neural Network: 0.17081401941312035
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Testing time for Neural Network: 0.0006811618804931641 seconds
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MAE for Neural Network: 198.7909470589206
Training time for Neural Network: 0.7646372318267822 seconds
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MAE for Neural Network: 0.23641194928907125
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Testing time for Neural Network: 0.0016710758209228516 seconds
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MAE for Neural Network: 0.1280812544202798
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Testing time for Neural Network: 0.0009188652038574219 seconds
RMSE for Neural Network: 0.2059515944217857
MAE for Neural Network: 0.164901149329104
Training time for Neural Network: 0.18797802925109863 seconds
Testing time for Neural Network: 0.0005612373352050781 seconds
RMSE for Neural Network: 258.1373544683464
MAE for Neural Network: 198.70436078988487
Training time for Neural Network: 0.7250781059265137 seconds
Testing time for Neural Network: 0.00096893310546875 seconds
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MAE for Neural Network: 0.12233030952735888
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Testing time for Neural Network: 0.005109071731567383 seconds
RMSE for Neural Network: 0.2641972794122216
MAE for Neural Network: 0.21352998514713917
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Testing time for Neural Network: 0.0008330345153808594 seconds
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MAE for Neural Network: 0.10187841418494967
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Testing time for Neural Network: 0.0016248226165771484 seconds
RMSE for Neural Network: 0.2257180961621565
MAE for Neural Network: 0.1715878545228466
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Testing time for Neural Network: 0.0014460086822509766 seconds
RMSE for Neural Network: 0.25733758962223785
MAE for Neural Network: 0.19556040543525924
Training time for Neural Network: 0.7044868469238281 seconds
Testing time for Neural Network: 0.0009112358093261719 seconds
RMSE for Neural Network: 0.6024298337379941
MAE for Neural Network: 0.47366816725492944
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Testing time for Neural Network: 0.0017368793487548828 seconds
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MAE for Neural Network: 198.68643412931408
Training time for Neural Network: 0.6412289142608643 seconds
Testing time for Neural Network: 0.0007002353668212891 seconds
RMSE for Neural Network: 257.9450090249896
MAE for Neural Network: 198.45442022263433
Training time for Neural Network: 0.6602692604064941 seconds
Testing time for Neural Network: 0.0010080337524414062 seconds
RMSE for Neural Network: 256.93906402228686
MAE for Neural Network: 197.14515425353173
Training time for Neural Network: 0.561852216720581 seconds
Testing time for Neural Network: 0.005609035491943359 seconds
RMSE for Neural Network: 256.5370174431452
MAE for Neural Network: 196.62282143073259
Training time for Neural Network: 0.5776968002319336 seconds
Testing time for Neural Network: 0.0013768672943115234 seconds
RMSE for Neural Network: 255.99996854849707
MAE for Neural Network: 195.92861326689118
Training time for Neural Network: 0.190507173538208 seconds
Testing time for Neural Network: 0.0005731582641601562 seconds
RMSE for Neural Network: 0.3416609159414341
MAE for Neural Network: 0.2658299918089041
Training time for Neural Network: 0.6081950664520264 seconds
Testing time for Neural Network: 0.000865936279296875 seconds
RMSE for Neural Network: 257.81400945414276
MAE for Neural Network: 198.28412113888697
Training time for Neural Network: 0.584557056427002 seconds
Testing time for Neural Network: 0.0009069442749023438 seconds
RMSE for Neural Network: 256.48544352274536
MAE for Neural Network: 196.55619962272118
Training time for Neural Network: 0.18121910095214844 seconds
Testing time for Neural Network: 0.0005431175231933594 seconds
RMSE for Neural Network: 22.44219665936103
MAE for Neural Network: 17.47708181756565
Training time for Neural Network: 0.7552700042724609 seconds
Testing time for Neural Network: 0.0014081001281738281 seconds
RMSE for Neural Network: 256.95348718088286
MAE for Neural Network: 197.1639515718229
Training time for Neural Network: 0.6920690536499023 seconds
Testing time for Neural Network: 0.0016782283782958984 seconds
RMSE for Neural Network: 0.207307464031981
MAE for Neural Network: 0.15856082736248525
Training time for Neural Network: 0.19740009307861328 seconds
Testing time for Neural Network: 0.0005700588226318359 seconds
RMSE for Neural Network: 255.95827668752992
MAE for Neural Network: 195.8746779306401
Training time for Neural Network: 0.5399589538574219 seconds
Testing time for Neural Network: 0.0008940696716308594 seconds
RMSE for Neural Network: 258.1054652788743
MAE for Neural Network: 198.66293170046652
Training time for Neural Network: 0.5922517776489258 seconds
Testing time for Neural Network: 0.0014138221740722656 seconds
RMSE for Neural Network: 0.38162499235315284
MAE for Neural Network: 0.3003066841843064
Training time for Neural Network: 0.6185450553894043 seconds
Testing time for Neural Network: 0.00090789794921875 seconds
RMSE for Neural Network: 258.3958658878686
MAE for Neural Network: 199.0400782077353
Training time for Neural Network: 0.6347110271453857 seconds
Testing time for Neural Network: 0.0012040138244628906 seconds
RMSE for Neural Network: 256.78028281572364
MAE for Neural Network: 196.93817016496075
Training time for Neural Network: 0.6393270492553711 seconds
Testing time for Neural Network: 0.000904083251953125 seconds
RMSE for Neural Network: 0.25673622905552423
MAE for Neural Network: 0.20322195896614248
Training time for Neural Network: 0.17377614974975586 seconds
Testing time for Neural Network: 0.0005190372467041016 seconds
RMSE for Neural Network: 256.01827633388984
MAE for Neural Network: 195.9522954599851
Training time for Neural Network: 0.620574951171875 seconds
Testing time for Neural Network: 0.0008442401885986328 seconds
RMSE for Neural Network: 257.528641739774
MAE for Neural Network: 197.9129367710279
Training time for Neural Network: 0.5825722217559814 seconds
Testing time for Neural Network: 0.0006897449493408203 seconds
RMSE for Neural Network: 0.3193319543316592
MAE for Neural Network: 0.2553868309221024
Training time for Neural Network: 1.0433530807495117 seconds
Testing time for Neural Network: 0.0013778209686279297 seconds
RMSE for Neural Network: 0.2974694880212536
MAE for Neural Network: 0.23450647415250597
Training time for Neural Network: 0.6897249221801758 seconds
Testing time for Neural Network: 0.0009381771087646484 seconds
RMSE for Neural Network: 257.96638779128085
MAE for Neural Network: 198.4822068979522
Training time for Neural Network: 0.6276299953460693 seconds
Testing time for Neural Network: 0.0008540153503417969 seconds
RMSE for Neural Network: 257.89583609915053
MAE for Neural Network: 198.39050255060076
Training time for Neural Network: 0.881401777267456 seconds
Testing time for Neural Network: 0.0008771419525146484 seconds
RMSE for Neural Network: 257.1004057810763
MAE for Neural Network: 197.35538471953103
Training time for Neural Network: 0.8009321689605713 seconds
Testing time for Neural Network: 0.001920938491821289 seconds
RMSE for Neural Network: 256.4731858678254
MAE for Neural Network: 196.540364128168
Training time for Neural Network: 0.9905569553375244 seconds
Testing time for Neural Network: 0.0022301673889160156 seconds
RMSE for Neural Network: 256.0202860586051
MAE for Neural Network: 195.95489508370213
Training time for Neural Network: 0.6692001819610596 seconds
Testing time for Neural Network: 0.0008707046508789062 seconds
RMSE for Neural Network: 257.08759968496094
MAE for Neural Network: 197.33870156858418
Training time for Neural Network: 0.6176559925079346 seconds
Testing time for Neural Network: 0.0019991397857666016 seconds
RMSE for Neural Network: 255.95085111766147
MAE for Neural Network: 195.86507107235607
Training time for Neural Network: 0.6864750385284424 seconds
Testing time for Neural Network: 0.0014870166778564453 seconds
RMSE for Neural Network: 0.3257623577835635
MAE for Neural Network: 0.2460583746486553
Training time for Neural Network: 0.5595409870147705 seconds
Testing time for Neural Network: 0.0006439685821533203 seconds
RMSE for Neural Network: 257.1536036566589
MAE for Neural Network: 197.42468209067985
Training time for Neural Network: 0.5984609127044678 seconds
Testing time for Neural Network: 0.0006351470947265625 seconds
RMSE for Neural Network: 0.43709101354891583
MAE for Neural Network: 0.3424855762434791
Training time for Neural Network: 0.5449850559234619 seconds
Testing time for Neural Network: 0.0006530284881591797 seconds
RMSE for Neural Network: 0.8089574729419958
MAE for Neural Network: 0.6093376842588436
Training time for Neural Network: 0.6372480392456055 seconds
Testing time for Neural Network: 0.002203226089477539 seconds
RMSE for Neural Network: 257.23947721242575
MAE for Neural Network: 197.53652285469158
Training time for Neural Network: 0.9570949077606201 seconds
Testing time for Neural Network: 0.0020689964294433594 seconds
RMSE for Neural Network: 0.23149414623609224
MAE for Neural Network: 0.17926993076702705
Training time for Neural Network: 0.673231840133667 seconds
Testing time for Neural Network: 0.0006759166717529297 seconds
RMSE for Neural Network: 0.25436053456549823
MAE for Neural Network: 0.2022404250870971
Training time for Neural Network: 0.838738203048706 seconds
Testing time for Neural Network: 0.0008819103240966797 seconds
RMSE for Neural Network: 257.2336692497968
MAE for Neural Network: 197.52895944826378
Training time for Neural Network: 0.8844490051269531 seconds
Testing time for Neural Network: 0.0022897720336914062 seconds
RMSE for Neural Network: 0.1784762535578862
MAE for Neural Network: 0.13424780089775015
Training time for Neural Network: 0.7924530506134033 seconds
Testing time for Neural Network: 0.0006988048553466797 seconds
RMSE for Neural Network: 256.66509046899836
MAE for Neural Network: 196.78822207276914
Training time for Neural Network: 0.6463680267333984 seconds
Testing time for Neural Network: 0.0006470680236816406 seconds
RMSE for Neural Network: 256.2043706470488
MAE for Neural Network: 196.19295147821936
Training time for Neural Network: 0.7417800426483154 seconds
Testing time for Neural Network: 0.0014297962188720703 seconds
RMSE for Neural Network: 0.23540326656112073
MAE for Neural Network: 0.18696528053903463
Training time for Neural Network: 0.75921630859375 seconds
Testing time for Neural Network: 0.0013859272003173828 seconds
RMSE for Neural Network: 257.3096541043302
MAE for Neural Network: 197.62790116855984
Training time for Neural Network: 0.9323279857635498 seconds
Testing time for Neural Network: 0.0032749176025390625 seconds
RMSE for Neural Network: 0.32054064570952767
MAE for Neural Network: 0.2523180102723293
Training time for Neural Network: 1.1259782314300537 seconds
Testing time for Neural Network: 0.003036975860595703 seconds
RMSE for Neural Network: 256.92656381098107
MAE for Neural Network: 197.1288624649321
Training time for Neural Network: 0.7328798770904541 seconds
Testing time for Neural Network: 0.0008671283721923828 seconds
RMSE for Neural Network: 255.8677095443423
MAE for Neural Network: 195.7602204398039
Training time for Neural Network: 0.7049319744110107 seconds
Testing time for Neural Network: 0.0018169879913330078 seconds
RMSE for Neural Network: 0.2271443730715491
MAE for Neural Network: 0.18027542233863678
Training time for Neural Network: 0.710564136505127 seconds
Testing time for Neural Network: 0.00146484375 seconds
RMSE for Neural Network: 258.3592530511037
MAE for Neural Network: 198.99254474005863
Training time for Neural Network: 0.7015917301177979 seconds
Testing time for Neural Network: 0.0006473064422607422 seconds
RMSE for Neural Network: 257.9567050720754
MAE for Neural Network: 198.46962215070016
Training time for Neural Network: 0.7183759212493896 seconds
Testing time for Neural Network: 0.00145721435546875 seconds
RMSE for Neural Network: 257.49014066566247
MAE for Neural Network: 197.86283573481563
Training time for Neural Network: 0.7925980091094971 seconds
Testing time for Neural Network: 0.0021750926971435547 seconds
RMSE for Neural Network: 257.16872954591435
MAE for Neural Network: 197.4443837673274
Training time for Neural Network: 0.7402157783508301 seconds
Testing time for Neural Network: 0.001291036605834961 seconds
RMSE for Neural Network: 257.4350205440163
MAE for Neural Network: 197.79109946480938
Training time for Neural Network: 1.1547660827636719 seconds
Testing time for Neural Network: 0.0008649826049804688 seconds
RMSE for Neural Network: 258.1930427295555
MAE for Neural Network: 198.7767001913103
Training time for Neural Network: 0.8557150363922119 seconds
Testing time for Neural Network: 0.0008161067962646484 seconds
RMSE for Neural Network: 256.93832905047145
MAE for Neural Network: 197.14419636461113
Training time for Neural Network: 0.7764441967010498 seconds
Testing time for Neural Network: 0.0020208358764648438 seconds
RMSE for Neural Network: 0.21889588450068087
MAE for Neural Network: 0.1770173424555869
Training time for Neural Network: 0.7488479614257812 seconds
Testing time for Neural Network: 0.0009462833404541016 seconds
RMSE for Neural Network: 0.18872963114392807
MAE for Neural Network: 0.14515133907480904
Training time for Neural Network: 0.7375087738037109 seconds
Testing time for Neural Network: 0.0006260871887207031 seconds
RMSE for Neural Network: 257.21324281383676
MAE for Neural Network: 197.50235822341398
Training time for Neural Network: 0.867067813873291 seconds
Testing time for Neural Network: 0.000698089599609375 seconds
RMSE for Neural Network: 0.2717314500670499
MAE for Neural Network: 0.19933485675503448
Training time for Neural Network: 0.5881462097167969 seconds
Testing time for Neural Network: 0.0006389617919921875 seconds
RMSE for Neural Network: 0.46012011470105657
MAE for Neural Network: 0.373755909561241
Training time for Neural Network: 0.7089829444885254 seconds
Testing time for Neural Network: 0.0010042190551757812 seconds
RMSE for Neural Network: 0.28299860347498484
MAE for Neural Network: 0.23144038963867422
Training time for Neural Network: 0.6082181930541992 seconds
Testing time for Neural Network: 0.004181861877441406 seconds
RMSE for Neural Network: 0.4727220817109764
MAE for Neural Network: 0.3733689837647481
Training time for Neural Network: 0.47289013862609863 seconds
Testing time for Neural Network: 0.0007710456848144531 seconds
RMSE for Neural Network: 257.8352797995998
MAE for Neural Network: 198.31177659014074
Training time for Neural Network: 0.655925989151001 seconds
Testing time for Neural Network: 0.0006148815155029297 seconds
RMSE for Neural Network: 0.40276514560551585
MAE for Neural Network: 0.3163903191134637
Training time for Neural Network: 0.594245195388794 seconds
Testing time for Neural Network: 0.0008492469787597656 seconds
RMSE for Neural Network: 0.22667740805755604
MAE for Neural Network: 0.1810379012348767
Training time for Neural Network: 0.8164269924163818 seconds
Testing time for Neural Network: 0.002094268798828125 seconds
RMSE for Neural Network: 257.92320281677354
MAE for Neural Network: 198.4260763515282
Training time for Neural Network: 0.9019839763641357 seconds
Testing time for Neural Network: 0.0014319419860839844 seconds
RMSE for Neural Network: 256.2303282063683
MAE for Neural Network: 196.22650982634087
Training time for Neural Network: 0.6088120937347412 seconds
Testing time for Neural Network: 0.0015349388122558594 seconds
RMSE for Neural Network: 257.7553333736657
MAE for Neural Network: 198.20782302313282
Training time for Neural Network: 1.0878329277038574 seconds
Testing time for Neural Network: 0.0010030269622802734 seconds
RMSE for Neural Network: 255.99381297073052
MAE for Neural Network: 195.92065039728263
Training time for Neural Network: 0.614016056060791 seconds
Testing time for Neural Network: 0.0009112358093261719 seconds
RMSE for Neural Network: 0.3286302111583045
MAE for Neural Network: 0.26125403137548464
Training time for Neural Network: 0.5018229484558105 seconds
Testing time for Neural Network: 0.0006361007690429688 seconds
RMSE for Neural Network: 257.87312280696557
MAE for Neural Network: 198.360975726619
Training time for Neural Network: 0.5465781688690186 seconds
Testing time for Neural Network: 0.0008966922760009766 seconds
RMSE for Neural Network: 256.72311201341654
MAE for Neural Network: 196.86362149176577
Training time for Neural Network: 0.5661818981170654 seconds
Testing time for Neural Network: 0.0013530254364013672 seconds
RMSE for Neural Network: 256.75087481901323
MAE for Neural Network: 196.89982464524599
Training time for Neural Network: 0.4603691101074219 seconds
Testing time for Neural Network: 0.0006699562072753906 seconds
RMSE for Neural Network: 257.526009472437
MAE for Neural Network: 197.9095115950664
Training time for Neural Network: 0.6123106479644775 seconds
Testing time for Neural Network: 0.0030481815338134766 seconds
RMSE for Neural Network: 257.1019747972753
MAE for Neural Network: 197.3574287166784
Training time for Neural Network: 0.6423349380493164 seconds
Testing time for Neural Network: 0.0013661384582519531 seconds
RMSE for Neural Network: 0.29056883994645616
MAE for Neural Network: 0.23223546178301777
Training time for Neural Network: 0.6822059154510498 seconds
Testing time for Neural Network: 0.0009479522705078125 seconds
RMSE for Neural Network: 257.1990233158225
MAE for Neural Network: 197.483839388475
Training time for Neural Network: 0.6807408332824707 seconds
Testing time for Neural Network: 0.0019669532775878906 seconds
RMSE for Neural Network: 258.2092956957661
MAE for Neural Network: 198.79781087502843
Training time for Neural Network: 0.8137500286102295 seconds
Testing time for Neural Network: 0.0014028549194335938 seconds
RMSE for Neural Network: 257.22496568464817
MAE for Neural Network: 197.51762502740968
Training time for Neural Network: 0.6909899711608887 seconds
Testing time for Neural Network: 0.0008399486541748047 seconds
RMSE for Neural Network: 0.1739846250796006
MAE for Neural Network: 0.13994627187452557
Training time for Neural Network: 0.7693300247192383 seconds
Testing time for Neural Network: 0.0010499954223632812 seconds
RMSE for Neural Network: 0.3506680185603548
MAE for Neural Network: 0.2878981904723917
Training time for Neural Network: 0.6117501258850098 seconds
Testing time for Neural Network: 0.0008859634399414062 seconds
RMSE for Neural Network: 256.01372393618425
MAE for Neural Network: 195.94640677870746
Training time for Neural Network: 0.7414557933807373 seconds
Testing time for Neural Network: 0.003408193588256836 seconds
RMSE for Neural Network: 256.48289433492164
MAE for Neural Network: 196.55290640610016
Training time for Neural Network: 0.7433309555053711 seconds
Testing time for Neural Network: 0.0013418197631835938 seconds
RMSE for Neural Network: 0.4044005823259548
MAE for Neural Network: 0.31109828587833666
Training time for Neural Network: 0.6515562534332275 seconds
Testing time for Neural Network: 0.0008218288421630859 seconds
RMSE for Neural Network: 258.38797668711396
MAE for Neural Network: 199.02983625944265
Training time for Neural Network: 0.7008621692657471 seconds
Testing time for Neural Network: 0.0009019374847412109 seconds
RMSE for Neural Network: 0.2182629935347009
MAE for Neural Network: 0.1759603566830929
Training time for Neural Network: 0.6026430130004883 seconds
Testing time for Neural Network: 0.0023851394653320312 seconds
RMSE for Neural Network: 257.9944791382919
MAE for Neural Network: 198.5187157192957
Training time for Neural Network: 1.1789119243621826 seconds
Testing time for Neural Network: 0.0008878707885742188 seconds
RMSE for Neural Network: 257.453302778197
MAE for Neural Network: 197.81489412175705
Training time for Neural Network: 1.4192898273468018 seconds
Testing time for Neural Network: 0.0007772445678710938 seconds
RMSE for Neural Network: 0.18896654412351122
MAE for Neural Network: 0.15055234728895056
Training time for Neural Network: 0.651561975479126 seconds
Testing time for Neural Network: 0.000782012939453125 seconds
RMSE for Neural Network: 0.7424637338693326
MAE for Neural Network: 0.5235141567203969
Training time for Neural Network: 0.6573672294616699 seconds
Testing time for Neural Network: 0.0014147758483886719 seconds
RMSE for Neural Network: 256.68183433763113
MAE for Neural Network: 196.80984175816272
Training time for Neural Network: 0.7727477550506592 seconds
Testing time for Neural Network: 0.0015139579772949219 seconds
RMSE for Neural Network: 256.6302443608668
MAE for Neural Network: 196.74322560249698
Training time for Neural Network: 0.6200940608978271 seconds
Testing time for Neural Network: 0.0009720325469970703 seconds
RMSE for Neural Network: 255.92071372689526
MAE for Neural Network: 195.8260786869324
Training time for Neural Network: 0.5214061737060547 seconds
Testing time for Neural Network: 0.002276897430419922 seconds
RMSE for Neural Network: 258.17202358355576
MAE for Neural Network: 198.749397448717
Training time for Neural Network: 0.6181690692901611 seconds
Testing time for Neural Network: 0.0011589527130126953 seconds
RMSE for Neural Network: 256.1909802426416
MAE for Neural Network: 196.17563921138483
Training time for Neural Network: 0.6522841453552246 seconds
Testing time for Neural Network: 0.0008630752563476562 seconds
RMSE for Neural Network: 257.690513663043
MAE for Neural Network: 198.1235222201619
Training time for Neural Network: 0.6192479133605957 seconds
Testing time for Neural Network: 0.0009157657623291016 seconds
RMSE for Neural Network: 0.3487000660143495
MAE for Neural Network: 0.2645944446271535
Training time for Neural Network: 0.47312402725219727 seconds
Testing time for Neural Network: 0.0008792877197265625 seconds
RMSE for Neural Network: 257.6483182159075
MAE for Neural Network: 198.06863735706756
Training time for Neural Network: 0.47142720222473145 seconds
Testing time for Neural Network: 0.0013079643249511719 seconds
RMSE for Neural Network: 0.19532498173621293
MAE for Neural Network: 0.1499569663321897
Training time for Neural Network: 0.6033909320831299 seconds
Testing time for Neural Network: 0.0018589496612548828 seconds
RMSE for Neural Network: 0.4217965661224498
MAE for Neural Network: 0.3449616116399044
Training time for Neural Network: 0.7234001159667969 seconds
Testing time for Neural Network: 0.008819103240966797 seconds
RMSE for Neural Network: 256.7638934217743
MAE for Neural Network: 196.9168001723273
Training time for Neural Network: 0.6347448825836182 seconds
Testing time for Neural Network: 0.0013530254364013672 seconds
RMSE for Neural Network: 257.68692887119647
MAE for Neural Network: 198.11885961732435
Training time for Neural Network: 2.172096014022827 seconds
Testing time for Neural Network: 0.0008611679077148438 seconds
RMSE for Neural Network: 258.4403262606416
MAE for Neural Network: 199.09779371632146
Training time for Neural Network: 0.7737860679626465 seconds
Testing time for Neural Network: 0.0008819103240966797 seconds
RMSE for Neural Network: 257.53984423291485
MAE for Neural Network: 197.92751348034977
Training time for Neural Network: 0.9095633029937744 seconds
Testing time for Neural Network: 0.0008730888366699219 seconds
RMSE for Neural Network: 257.71817616891695
MAE for Neural Network: 198.15950028407147
Training time for Neural Network: 0.9806089401245117 seconds
Testing time for Neural Network: 0.0017101764678955078 seconds
RMSE for Neural Network: 257.39983453855376
MAE for Neural Network: 197.7453009441055
Training time for Neural Network: 0.5936262607574463 seconds
Testing time for Neural Network: 0.0017998218536376953 seconds
RMSE for Neural Network: 257.5561534409571
MAE for Neural Network: 197.9487342730481
Training time for Neural Network: 0.5800018310546875 seconds
Testing time for Neural Network: 0.0009438991546630859 seconds
RMSE for Neural Network: 256.16205510336766
MAE for Neural Network: 196.13824012346657
Training time for Neural Network: 0.5876970291137695 seconds
Testing time for Neural Network: 0.0013759136199951172 seconds
RMSE for Neural Network: 0.2490291172877922
MAE for Neural Network: 0.20410618957723192
Training time for Neural Network: 1.4657561779022217 seconds
Testing time for Neural Network: 0.0007929801940917969 seconds
RMSE for Neural Network: 257.1891318419774
MAE for Neural Network: 197.47095675726607
Training time for Neural Network: 0.5994460582733154 seconds
Testing time for Neural Network: 0.0014159679412841797 seconds
RMSE for Neural Network: 256.27387680435066
MAE for Neural Network: 196.28280476669693
Training time for Neural Network: 0.559222936630249 seconds
Testing time for Neural Network: 0.0009150505065917969 seconds
RMSE for Neural Network: 0.22878741585368925
MAE for Neural Network: 0.1781945834973098
Training time for Neural Network: 0.5442359447479248 seconds
Testing time for Neural Network: 0.0008258819580078125 seconds
RMSE for Neural Network: 258.16127614248626
MAE for Neural Network: 198.7354365092372
Training time for Neural Network: 0.6174778938293457 seconds
Testing time for Neural Network: 0.001973867416381836 seconds
RMSE for Neural Network: 0.22374306831654636
MAE for Neural Network: 0.17002459332328987
Training time for Neural Network: 0.5873208045959473 seconds
Testing time for Neural Network: 0.0008461475372314453 seconds
RMSE for Neural Network: 0.12322040241247204
MAE for Neural Network: 0.0913664779700283
Training time for Neural Network: 0.589000940322876 seconds
Testing time for Neural Network: 0.0008220672607421875 seconds
RMSE for Neural Network: 0.3883258232518097
MAE for Neural Network: 0.304925181955126
Training time for Neural Network: 0.5799088478088379 seconds
Testing time for Neural Network: 0.0015320777893066406 seconds
RMSE for Neural Network: 256.84339062234295
MAE for Neural Network: 197.0204469880764
Training time for Neural Network: 0.6643190383911133 seconds
Testing time for Neural Network: 0.0006959438323974609 seconds
RMSE for Neural Network: 0.33729475656846913
MAE for Neural Network: 0.2699882076454454
Training time for Neural Network: 0.7170412540435791 seconds
Testing time for Neural Network: 0.006151914596557617 seconds
RMSE for Neural Network: 257.8205531522106
MAE for Neural Network: 198.29262934539918
Training time for Neural Network: 0.6876938343048096 seconds
Testing time for Neural Network: 0.0009262561798095703 seconds
RMSE for Neural Network: 0.18995289810288596
MAE for Neural Network: 0.14241820996890361
Training time for Neural Network: 0.7772400379180908 seconds
Testing time for Neural Network: 0.0008900165557861328 seconds
RMSE for Neural Network: 255.91435140441632
MAE for Neural Network: 195.8181355933045
Training time for Neural Network: 0.6040799617767334 seconds
Testing time for Neural Network: 0.0006718635559082031 seconds
RMSE for Neural Network: 258.4627173316452
MAE for Neural Network: 199.12685774515182
Training time for Neural Network: 0.6928877830505371 seconds
Testing time for Neural Network: 0.00138092041015625 seconds
RMSE for Neural Network: 256.5609707749975
MAE for Neural Network: 196.6537605034574
Training time for Neural Network: 0.6061089038848877 seconds
Testing time for Neural Network: 0.0008499622344970703 seconds
RMSE for Neural Network: 257.56541582945823
MAE for Neural Network: 197.96078565312308
Training time for Neural Network: 0.6429979801177979 seconds
Testing time for Neural Network: 0.0021550655364990234 seconds
RMSE for Neural Network: 256.21393981881886
MAE for Neural Network: 196.2053229356921
Training time for Neural Network: 0.8115060329437256 seconds
Testing time for Neural Network: 0.0008070468902587891 seconds
RMSE for Neural Network: 0.15863376246619687
MAE for Neural Network: 0.12387844654106579
Training time for Neural Network: 0.6598210334777832 seconds
Testing time for Neural Network: 0.0018088817596435547 seconds
RMSE for Neural Network: 256.2633706569318
MAE for Neural Network: 196.26922416733308
Training time for Neural Network: 0.6254580020904541 seconds
Testing time for Neural Network: 0.0009081363677978516 seconds
RMSE for Neural Network: 256.4798108749007
MAE for Neural Network: 196.54892294906983
Training time for Neural Network: 0.7445812225341797 seconds
Testing time for Neural Network: 0.0043408870697021484 seconds
RMSE for Neural Network: 0.15228754134776926
MAE for Neural Network: 0.10895131273742795
Training time for Neural Network: 0.6240701675415039 seconds
Testing time for Neural Network: 0.0014691352844238281 seconds
RMSE for Neural Network: 0.6237128181850559
MAE for Neural Network: 0.49082655632665423
Training time for Neural Network: 0.6926589012145996 seconds
Testing time for Neural Network: 0.0009450912475585938 seconds
RMSE for Neural Network: 257.54636451520975
MAE for Neural Network: 197.93599748403852
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Testing time for Neural Network: 0.0007879734039306641 seconds
RMSE for Neural Network: 257.2453763585961
MAE for Neural Network: 197.5442048830483
Training time for Neural Network: 1.1316001415252686 seconds
Testing time for Neural Network: 0.0007917881011962891 seconds
RMSE for Neural Network: 257.577261911759
MAE for Neural Network: 197.97619826372792
Training time for Neural Network: 0.5057897567749023 seconds
Testing time for Neural Network: 0.0006561279296875 seconds
RMSE for Neural Network: 258.3713466771781
MAE for Neural Network: 199.0082460823635
Training time for Neural Network: 0.6291730403900146 seconds
Testing time for Neural Network: 0.0020880699157714844 seconds
RMSE for Neural Network: 257.3603358106536
MAE for Neural Network: 197.69388375357593
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Testing time for Neural Network: 0.0008766651153564453 seconds
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MAE for Neural Network: 196.26416032543304
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Testing time for Neural Network: 0.0009381771087646484 seconds
RMSE for Neural Network: 256.5779412366306
MAE for Neural Network: 196.6756789968488
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Testing time for Neural Network: 0.0024728775024414062 seconds
RMSE for Neural Network: 0.34859396546187
MAE for Neural Network: 0.26423483615402404
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Testing time for Neural Network: 0.00090789794921875 seconds
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MAE for Neural Network: 0.22054675526589684
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Testing time for Neural Network: 0.0009357929229736328 seconds
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MAE for Neural Network: 198.5476272427963
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Testing time for Neural Network: 0.004060268402099609 seconds
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Testing time for Neural Network: 0.0009808540344238281 seconds
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Testing time for Neural Network: 0.0009226799011230469 seconds
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MAE for Neural Network: 196.95279662679016
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Testing time for Neural Network: 0.0010309219360351562 seconds
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MAE for Neural Network: 196.25677169908806
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MAE for Neural Network: 195.92344628850572
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Testing time for Neural Network: 0.0008649826049804688 seconds
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MAE for Neural Network: 198.11190897221852
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Testing time for Neural Network: 0.0018630027770996094 seconds
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Testing time for Neural Network: 0.0013959407806396484 seconds
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MAE for Neural Network: 0.21956755796663324
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MAE for Neural Network: 198.73041608692841
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Testing time for Neural Network: 0.0013859272003173828 seconds
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Testing time for Neural Network: 0.0006699562072753906 seconds
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MAE for Neural Network: 196.09852960831722
Training time for Neural Network: 0.9698741436004639 seconds
Testing time for Neural Network: 0.0018169879913330078 seconds
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MAE for Neural Network: 0.12559636752429174
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MAE for Neural Network: 197.24093258491774
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Testing time for Neural Network: 0.0005700588226318359 seconds
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MAE for Neural Network: 0.23464117616374552
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Testing time for Neural Network: 0.00067901611328125 seconds
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MAE for Neural Network: 198.5829564042525
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Testing time for Neural Network: 0.0006358623504638672 seconds
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MAE for Neural Network: 197.52111611795357
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Testing time for Neural Network: 0.0005810260772705078 seconds
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MAE for Neural Network: 0.29631557641678613
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Testing time for Neural Network: 0.001374959945678711 seconds
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MAE for Neural Network: 0.29812025337320025
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Testing time for Neural Network: 0.0018820762634277344 seconds
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MAE for Neural Network: 198.72955899157313
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Testing time for Neural Network: 0.0009038448333740234 seconds
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MAE for Neural Network: 197.42883151323
Training time for Neural Network: 0.641373872756958 seconds
Testing time for Neural Network: 0.0013570785522460938 seconds
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MAE for Neural Network: 0.38537023897719463
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Testing time for Neural Network: 0.000911712646484375 seconds
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MAE for Neural Network: 0.10332641296701343
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Testing time for Neural Network: 0.001416921615600586 seconds
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MAE for Neural Network: 198.33978275145685
Training time for Neural Network: 0.6268768310546875 seconds
Testing time for Neural Network: 0.0007832050323486328 seconds
RMSE for Neural Network: 256.6307222159457
MAE for Neural Network: 196.7438426814979
Training time for Neural Network: 0.7154409885406494 seconds
Testing time for Neural Network: 0.000865936279296875 seconds
RMSE for Neural Network: 256.80042902341324
MAE for Neural Network: 196.9644373271711
Training time for Neural Network: 0.6288259029388428 seconds
Testing time for Neural Network: 0.001627206802368164 seconds
RMSE for Neural Network: 257.94197883064385
MAE for Neural Network: 198.45048165239692
Training time for Neural Network: 0.6358158588409424 seconds
Testing time for Neural Network: 0.0006258487701416016 seconds
RMSE for Neural Network: 255.91606575085817
MAE for Neural Network: 195.8202641532033
Training time for Neural Network: 0.6764020919799805 seconds
Testing time for Neural Network: 0.0006830692291259766 seconds
RMSE for Neural Network: 257.3876665671952
MAE for Neural Network: 197.72946195725524
Training time for Neural Network: 0.8205959796905518 seconds
Testing time for Neural Network: 0.0009229183197021484 seconds
RMSE for Neural Network: 257.4861902870498
MAE for Neural Network: 197.85769485551685
Training time for Neural Network: 0.5909719467163086 seconds
Testing time for Neural Network: 0.0013680458068847656 seconds
RMSE for Neural Network: 257.2594197604121
MAE for Neural Network: 197.56249208912075
Training time for Neural Network: 0.6760377883911133 seconds
Testing time for Neural Network: 0.0014641284942626953 seconds
RMSE for Neural Network: 0.2224326472307157
MAE for Neural Network: 0.17949949426873094
Training time for Neural Network: 0.6728289127349854 seconds
Testing time for Neural Network: 0.0013968944549560547 seconds
RMSE for Neural Network: 257.0932981333251
MAE for Neural Network: 197.34612529784008
Training time for Neural Network: 0.5820958614349365 seconds
Testing time for Neural Network: 0.0016219615936279297 seconds
RMSE for Neural Network: 258.11894863089486
MAE for Neural Network: 198.6804491320637
Training time for Neural Network: 0.6022462844848633 seconds
Testing time for Neural Network: 0.0009038448333740234 seconds
RMSE for Neural Network: 0.28616577895647194
MAE for Neural Network: 0.22965639465377863
Training time for Neural Network: 0.6273841857910156 seconds
Testing time for Neural Network: 0.0014317035675048828 seconds
RMSE for Neural Network: 257.89231315648857
MAE for Neural Network: 198.38592291340726
Training time for Neural Network: 0.6287841796875 seconds
Testing time for Neural Network: 0.0008599758148193359 seconds
RMSE for Neural Network: 0.18734286691108212
MAE for Neural Network: 0.14300782627191977
Training time for Neural Network: 0.647193193435669 seconds
Testing time for Neural Network: 0.0006840229034423828 seconds
RMSE for Neural Network: 256.98662534346784
MAE for Neural Network: 197.20713686483023
Training time for Neural Network: 0.63077712059021 seconds
Testing time for Neural Network: 0.0006840229034423828 seconds
RMSE for Neural Network: 258.36744819088807
MAE for Neural Network: 199.00318467218364
Training time for Neural Network: 0.6531147956848145 seconds
Testing time for Neural Network: 0.001973867416381836 seconds
RMSE for Neural Network: 256.1519408816369
MAE for Neural Network: 196.12516212211017
Training time for Neural Network: 1.1469099521636963 seconds
Testing time for Neural Network: 0.0008449554443359375 seconds
RMSE for Neural Network: 256.5415067334514
MAE for Neural Network: 196.62862013047692
Training time for Neural Network: 0.6719801425933838 seconds
Testing time for Neural Network: 0.002084970474243164 seconds
RMSE for Neural Network: 0.16592363382385836
MAE for Neural Network: 0.1260123106223859
Training time for Neural Network: 0.528548002243042 seconds
Testing time for Neural Network: 0.0009160041809082031 seconds
RMSE for Neural Network: 0.20439140719014384
MAE for Neural Network: 0.16342860680642018
Training time for Neural Network: 0.5044748783111572 seconds
Testing time for Neural Network: 0.0007970333099365234 seconds
RMSE for Neural Network: 0.4518321927775281
MAE for Neural Network: 0.37329751361479246
Training time for Neural Network: 0.5433919429779053 seconds
Testing time for Neural Network: 0.0014848709106445312 seconds
RMSE for Neural Network: 256.1277604386449
MAE for Neural Network: 196.09389458417093
Training time for Neural Network: 0.6781911849975586 seconds
Testing time for Neural Network: 0.0028243064880371094 seconds
RMSE for Neural Network: 256.9601011679772
MAE for Neural Network: 197.1725711585085
Training time for Neural Network: 0.48540282249450684 seconds
Testing time for Neural Network: 0.0008561611175537109 seconds
RMSE for Neural Network: 256.3750042881659
MAE for Neural Network: 196.41350549862537
Training time for Neural Network: 0.6511139869689941 seconds
Testing time for Neural Network: 0.0009469985961914062 seconds
RMSE for Neural Network: 256.8527776201919
MAE for Neural Network: 197.03268408111308
Training time for Neural Network: 0.6396880149841309 seconds
Testing time for Neural Network: 0.0009639263153076172 seconds
RMSE for Neural Network: 0.255631493238497
MAE for Neural Network: 0.18702059911150287
Training time for Neural Network: 0.5420389175415039 seconds
Testing time for Neural Network: 0.0007808208465576172 seconds
RMSE for Neural Network: 0.22582929382825975
MAE for Neural Network: 0.18097709276606141
Training time for Neural Network: 0.6298959255218506 seconds
Testing time for Neural Network: 0.000782012939453125 seconds
RMSE for Neural Network: 256.5262125961724
MAE for Neural Network: 196.60886479820277
Training time for Neural Network: 0.5932469367980957 seconds
Testing time for Neural Network: 0.0008738040924072266 seconds
RMSE for Neural Network: 258.4583030800944
MAE for Neural Network: 199.1211281005658
Training time for Neural Network: 0.6056158542633057 seconds
Testing time for Neural Network: 0.0034780502319335938 seconds
RMSE for Neural Network: 256.43599705979176
MAE for Neural Network: 196.49231716637
Training time for Neural Network: 0.5714058876037598 seconds
Testing time for Neural Network: 0.0008530616760253906 seconds
RMSE for Neural Network: 257.48344117523965
MAE for Neural Network: 197.8541172289399
Training time for Neural Network: 0.6532809734344482 seconds
Testing time for Neural Network: 0.001058816909790039 seconds
RMSE for Neural Network: 0.17979084621177974
MAE for Neural Network: 0.13111742193788598
Training time for Neural Network: 0.5936839580535889 seconds
Testing time for Neural Network: 0.0006711483001708984 seconds
RMSE for Neural Network: 256.66231985219935
MAE for Neural Network: 196.7846445566471
Training time for Neural Network: 0.18889188766479492 seconds
Testing time for Neural Network: 0.0005049705505371094 seconds
RMSE for Neural Network: 0.3064099188687267
MAE for Neural Network: 0.25067904932803914
Training time for Neural Network: 0.5545380115509033 seconds
Testing time for Neural Network: 0.001069784164428711 seconds
RMSE for Neural Network: 258.00440600374714
MAE for Neural Network: 198.53161648046486
Training time for Neural Network: 0.5759942531585693 seconds
Testing time for Neural Network: 0.0009407997131347656 seconds
RMSE for Neural Network: 0.25419737409565607
MAE for Neural Network: 0.19969940776391648
Training time for Neural Network: 0.5792858600616455 seconds
Testing time for Neural Network: 0.0013489723205566406 seconds
RMSE for Neural Network: 0.16476229117458796
MAE for Neural Network: 0.13105305219243482
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Testing time for Neural Network: 0.0009009838104248047 seconds
RMSE for Neural Network: 258.0616426897614
MAE for Neural Network: 198.6059934965159
Training time for Neural Network: 0.6049661636352539 seconds
Testing time for Neural Network: 0.0009150505065917969 seconds
RMSE for Neural Network: 257.225610600163
MAE for Neural Network: 197.51846489284665
Training time for Neural Network: 0.1933751106262207 seconds
Testing time for Neural Network: 0.0005228519439697266 seconds
RMSE for Neural Network: 0.32055214418807026
MAE for Neural Network: 0.26273036173102177
Training time for Neural Network: 0.6390881538391113 seconds
Testing time for Neural Network: 0.0008399486541748047 seconds
RMSE for Neural Network: 256.99517662564745
MAE for Neural Network: 197.21828017161022
Training time for Neural Network: 0.5817010402679443 seconds
Testing time for Neural Network: 0.002089977264404297 seconds
RMSE for Neural Network: 257.81165014628573
MAE for Neural Network: 198.28105349768248
Training time for Neural Network: 0.5975570678710938 seconds
Testing time for Neural Network: 0.0007891654968261719 seconds
RMSE for Neural Network: 257.7249978060793
MAE for Neural Network: 198.16837214637343
Training time for Neural Network: 1.2608680725097656 seconds
Testing time for Neural Network: 0.0013909339904785156 seconds
RMSE for Neural Network: 0.17761021638904606
MAE for Neural Network: 0.14366606270772267
Training time for Neural Network: 0.596494197845459 seconds
Testing time for Neural Network: 0.0009229183197021484 seconds
RMSE for Neural Network: 0.12674848236812186
MAE for Neural Network: 0.08699079931574338
Training time for Neural Network: 0.7604320049285889 seconds
Testing time for Neural Network: 0.0006988048553466797 seconds
RMSE for Neural Network: 0.20468941117622957
MAE for Neural Network: 0.1612666834721398
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Testing time for Neural Network: 0.0008587837219238281 seconds
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MAE for Neural Network: 196.95965897626954
Training time for Neural Network: 0.6893801689147949 seconds
Testing time for Neural Network: 0.0013790130615234375 seconds
RMSE for Neural Network: 0.13314225887657674
MAE for Neural Network: 0.10522613950608331
Training time for Neural Network: 0.6537990570068359 seconds
Testing time for Neural Network: 0.0010499954223632812 seconds
RMSE for Neural Network: 257.44180544199384
MAE for Neural Network: 197.79993026852515
Training time for Neural Network: 0.6195900440216064 seconds
Testing time for Neural Network: 0.0006868839263916016 seconds
RMSE for Neural Network: 257.0322021042607
MAE for Neural Network: 197.26652565391203
Training time for Neural Network: 0.5814237594604492 seconds
Testing time for Neural Network: 0.0008900165557861328 seconds
RMSE for Neural Network: 257.6149390519415
MAE for Neural Network: 198.02521568662806
Training time for Neural Network: 0.6831889152526855 seconds
Testing time for Neural Network: 0.0007982254028320312 seconds
RMSE for Neural Network: 257.8728450932657
MAE for Neural Network: 198.36061469327885
Training time for Neural Network: 0.6691501140594482 seconds
Testing time for Neural Network: 0.0006518363952636719 seconds
RMSE for Neural Network: 257.89091857554484
MAE for Neural Network: 198.38411002078348
Training time for Neural Network: 0.7252638339996338 seconds
Testing time for Neural Network: 0.0008528232574462891 seconds
RMSE for Neural Network: 0.3255843202593071
MAE for Neural Network: 0.25027007696390186
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Testing time for Neural Network: 0.0009372234344482422 seconds
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MAE for Neural Network: 196.5587817110774
Training time for Neural Network: 0.683488130569458 seconds
Testing time for Neural Network: 0.0009109973907470703 seconds
RMSE for Neural Network: 256.8855025549463
MAE for Neural Network: 197.07534256701757
Training time for Neural Network: 0.6587972640991211 seconds
Testing time for Neural Network: 0.0015437602996826172 seconds
RMSE for Neural Network: 257.7691449634135
MAE for Neural Network: 198.22578369165123
Training time for Neural Network: 0.6220207214355469 seconds
Testing time for Neural Network: 0.003443002700805664 seconds
RMSE for Neural Network: 256.0689739609338
MAE for Neural Network: 196.01786956244192
Training time for Neural Network: 0.6020817756652832 seconds
Testing time for Neural Network: 0.0009088516235351562 seconds
RMSE for Neural Network: 257.4165590949587
MAE for Neural Network: 197.76707036634886
Training time for Neural Network: 0.49210500717163086 seconds
Testing time for Neural Network: 0.0008540153503417969 seconds
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MAE for Neural Network: 0.19304884987208965
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Testing time for Neural Network: 0.0008678436279296875 seconds
RMSE for Neural Network: 0.21347120956228
MAE for Neural Network: 0.16912002432636433
Training time for Neural Network: 0.5863561630249023 seconds
Testing time for Neural Network: 0.0006968975067138672 seconds
RMSE for Neural Network: 0.11349913551484908
MAE for Neural Network: 0.0892341429422347
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Testing time for Neural Network: 0.0010311603546142578 seconds
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MAE for Neural Network: 197.95392981845734
Training time for Neural Network: 0.3438589572906494 seconds
Testing time for Neural Network: 0.0008180141448974609 seconds
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MAE for Neural Network: 198.1854818294004
Training time for Neural Network: 0.6724216938018799 seconds
Testing time for Neural Network: 0.0008592605590820312 seconds
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MAE for Neural Network: 0.11082109679676223
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Testing time for Neural Network: 0.001338958740234375 seconds
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MAE for Neural Network: 197.74523940002976
Training time for Neural Network: 0.6120069026947021 seconds
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MAE for Neural Network: 199.05307825867888
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Testing time for Neural Network: 0.006537199020385742 seconds
RMSE for Neural Network: 256.9356852340008
MAE for Neural Network: 197.1407506622249
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Testing time for Neural Network: 0.0024700164794921875 seconds
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MAE for Neural Network: 196.70169799237195
Training time for Neural Network: 0.4732522964477539 seconds
Testing time for Neural Network: 0.0009248256683349609 seconds
RMSE for Neural Network: 258.1686413273163
MAE for Neural Network: 198.74500393668393
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Testing time for Neural Network: 0.0006489753723144531 seconds
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MAE for Neural Network: 198.68433058446533
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Testing time for Neural Network: 0.0008881092071533203 seconds
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MAE for Neural Network: 198.70377609492053
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Testing time for Neural Network: 0.0008530616760253906 seconds
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Testing time for Neural Network: 0.0009210109710693359 seconds
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MAE for Neural Network: 197.8482737402053
Training time for Neural Network: 0.4877939224243164 seconds
Testing time for Neural Network: 0.0014369487762451172 seconds
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MAE for Neural Network: 0.19197387109755668
Training time for Neural Network: 0.5613250732421875 seconds
Testing time for Neural Network: 0.0006859302520751953 seconds
RMSE for Neural Network: 256.22949756377216
MAE for Neural Network: 196.22543599543482
Training time for Neural Network: 0.5857939720153809 seconds
Testing time for Neural Network: 0.0008819103240966797 seconds
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MAE for Neural Network: 197.18452157853616
Training time for Neural Network: 0.49921584129333496 seconds
Testing time for Neural Network: 0.0008780956268310547 seconds
RMSE for Neural Network: 0.5263100834152868
MAE for Neural Network: 0.37202163686024375
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Testing time for Neural Network: 0.0007839202880859375 seconds
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MAE for Neural Network: 197.15884638398668
Training time for Neural Network: 0.594871997833252 seconds
Testing time for Neural Network: 0.0008399486541748047 seconds
RMSE for Neural Network: 0.4270225932722599
MAE for Neural Network: 0.35317190211473176
Training time for Neural Network: 0.5390148162841797 seconds
Testing time for Neural Network: 0.0007891654968261719 seconds
RMSE for Neural Network: 0.19758843105509863
MAE for Neural Network: 0.1575194439233767
Training time for Neural Network: 0.5879838466644287 seconds
Testing time for Neural Network: 0.0009419918060302734 seconds
RMSE for Neural Network: 0.17781941159768141
MAE for Neural Network: 0.13833778718820205
Training time for Neural Network: 0.5939271450042725 seconds
Testing time for Neural Network: 0.002624988555908203 seconds
RMSE for Neural Network: 15.93740136622812
MAE for Neural Network: 12.855251506244032
Training time for Neural Network: 0.6174120903015137 seconds
Testing time for Neural Network: 0.0009846687316894531 seconds
RMSE for Neural Network: 256.3921700216073
MAE for Neural Network: 196.43568749489484
Training time for Neural Network: 1.101973056793213 seconds
Testing time for Neural Network: 0.0019049644470214844 seconds
RMSE for Neural Network: 0.28447048510876505
MAE for Neural Network: 0.2293908690620634
Training time for Neural Network: 0.5859179496765137 seconds
Testing time for Neural Network: 0.0010318756103515625 seconds
RMSE for Neural Network: 257.8439093775226
MAE for Neural Network: 198.3229962159812
Training time for Neural Network: 0.617034912109375 seconds
Testing time for Neural Network: 0.0008912086486816406 seconds
RMSE for Neural Network: 0.19825652742498687
MAE for Neural Network: 0.15398637475015087
Training time for Neural Network: 0.6283361911773682 seconds
Testing time for Neural Network: 0.0008478164672851562 seconds
RMSE for Neural Network: 0.6281349560497399
MAE for Neural Network: 0.49974486351998526
Training time for Neural Network: 0.6321442127227783 seconds
Testing time for Neural Network: 0.0009019374847412109 seconds
RMSE for Neural Network: 257.3574289066354
MAE for Neural Network: 197.69009949522982
Training time for Neural Network: 0.1710200309753418 seconds
Testing time for Neural Network: 0.0004909038543701172 seconds
RMSE for Neural Network: 0.40235284422258705
MAE for Neural Network: 0.3104391904882812
Training time for Neural Network: 0.5203549861907959 seconds
Testing time for Neural Network: 0.00131988525390625 seconds
RMSE for Neural Network: 0.5904976195815664
MAE for Neural Network: 0.46627490495437085
Training time for Neural Network: 0.6661376953125 seconds
Testing time for Neural Network: 0.0021491050720214844 seconds
RMSE for Neural Network: 0.19530346794887074
MAE for Neural Network: 0.1514148239931353
Training time for Neural Network: 0.611163854598999 seconds
Testing time for Neural Network: 0.00335693359375 seconds
RMSE for Neural Network: 257.70349144383215
MAE for Neural Network: 198.1404015523872
Training time for Neural Network: 0.550260066986084 seconds
Testing time for Neural Network: 0.0014111995697021484 seconds
RMSE for Neural Network: 256.74872265605893
MAE for Neural Network: 196.89701828752476
Training time for Neural Network: 1.3593828678131104 seconds
Testing time for Neural Network: 0.0013959407806396484 seconds
RMSE for Neural Network: 256.7622360057036
MAE for Neural Network: 196.91463902830748
Training time for Neural Network: 0.7042360305786133 seconds
Testing time for Neural Network: 0.001703023910522461 seconds
RMSE for Neural Network: 0.26057941177372657
MAE for Neural Network: 0.20529489185764582
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Testing time for Neural Network: 0.0005259513854980469 seconds
RMSE for Neural Network: 257.5868031632785
MAE for Neural Network: 197.98861176562042
Training time for Neural Network: 0.7369542121887207 seconds
Testing time for Neural Network: 0.0009348392486572266 seconds
RMSE for Neural Network: 0.19705408223836093
MAE for Neural Network: 0.150933850541601
Training time for Neural Network: 1.0458600521087646 seconds
Testing time for Neural Network: 0.0007028579711914062 seconds
RMSE for Neural Network: 0.20902625395013366
MAE for Neural Network: 0.16044381880296726
Training time for Neural Network: 0.9043729305267334 seconds
Testing time for Neural Network: 0.0013229846954345703 seconds
RMSE for Neural Network: 0.20423275951827843
MAE for Neural Network: 0.15067744850278014
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Testing time for Neural Network: 0.0015010833740234375 seconds
RMSE for Neural Network: 257.3143103804566
MAE for Neural Network: 197.63396355781052
Training time for Neural Network: 0.6589818000793457 seconds
Testing time for Neural Network: 0.0007970333099365234 seconds
RMSE for Neural Network: 0.2810676730871211
MAE for Neural Network: 0.21982617587062492
Training time for Neural Network: 0.6789791584014893 seconds
Testing time for Neural Network: 0.0010628700256347656 seconds
RMSE for Neural Network: 258.2662258402771
MAE for Neural Network: 198.87174921235302
Training time for Neural Network: 0.5816469192504883 seconds
Testing time for Neural Network: 0.0008442401885986328 seconds
RMSE for Neural Network: 256.1568604587216
MAE for Neural Network: 196.13152333288707
Training time for Neural Network: 0.6877782344818115 seconds
Testing time for Neural Network: 0.002010822296142578 seconds
RMSE for Neural Network: 258.06268261898134
MAE for Neural Network: 198.60734474209437
Training time for Neural Network: 0.7324018478393555 seconds
Testing time for Neural Network: 0.0006508827209472656 seconds
RMSE for Neural Network: 257.63479830638164
MAE for Neural Network: 198.05105029605355
Training time for Neural Network: 0.6521337032318115 seconds
Testing time for Neural Network: 0.0009288787841796875 seconds
RMSE for Neural Network: 0.12836634248838402
MAE for Neural Network: 0.09882100043193556
Training time for Neural Network: 0.5471160411834717 seconds
Testing time for Neural Network: 0.0010378360748291016 seconds
RMSE for Neural Network: 0.40167354995092147
MAE for Neural Network: 0.3230230972494789
Training time for Neural Network: 0.5408077239990234 seconds
Testing time for Neural Network: 0.0008311271667480469 seconds
RMSE for Neural Network: 0.22372762974835528
MAE for Neural Network: 0.1756579783948827
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Testing time for Neural Network: 0.001020193099975586 seconds
RMSE for Neural Network: 256.37341558721937
MAE for Neural Network: 196.4114524861089
Training time for Neural Network: 0.5732851028442383 seconds
Testing time for Neural Network: 0.0008308887481689453 seconds
RMSE for Neural Network: 256.84994843721006
MAE for Neural Network: 197.02899593003428
Training time for Neural Network: 0.6502399444580078 seconds
Testing time for Neural Network: 0.0009112358093261719 seconds
RMSE for Neural Network: 0.37222213911708973
MAE for Neural Network: 0.29942671336005244
Training time for Neural Network: 0.623805046081543 seconds
Testing time for Neural Network: 0.0008571147918701172 seconds
RMSE for Neural Network: 0.23470023085588612
MAE for Neural Network: 0.18721580408331703
Training time for Neural Network: 0.5591099262237549 seconds
Testing time for Neural Network: 0.0013260841369628906 seconds
RMSE for Neural Network: 0.27225567435245296
MAE for Neural Network: 0.22057388176696016
Training time for Neural Network: 0.6504111289978027 seconds
Testing time for Neural Network: 0.0008518695831298828 seconds
RMSE for Neural Network: 256.7367450868745
MAE for Neural Network: 196.8813995856459
Training time for Neural Network: 0.6539387702941895 seconds
Testing time for Neural Network: 0.0028061866760253906 seconds
RMSE for Neural Network: 257.58322451084746
MAE for Neural Network: 197.98395585098717
Training time for Neural Network: 0.21201515197753906 seconds
Testing time for Neural Network: 0.0012431144714355469 seconds
RMSE for Neural Network: 0.1724547641079745
MAE for Neural Network: 0.13690814702791423
Training time for Neural Network: 0.6275599002838135 seconds
Testing time for Neural Network: 0.0010941028594970703 seconds
RMSE for Neural Network: 0.283305170736177
MAE for Neural Network: 0.22989120655087525
Training time for Neural Network: 1.2292969226837158 seconds
Testing time for Neural Network: 0.0010647773742675781 seconds
RMSE for Neural Network: 0.25671493839174336
MAE for Neural Network: 0.18983195900907934
Training time for Neural Network: 0.6600751876831055 seconds
Testing time for Neural Network: 0.0009567737579345703 seconds
RMSE for Neural Network: 0.13532943951710621
MAE for Neural Network: 0.1064738823925067
Training time for Neural Network: 0.6684839725494385 seconds
Testing time for Neural Network: 0.002012014389038086 seconds
RMSE for Neural Network: 257.7927644495568
MAE for Neural Network: 198.2564970626301
Training time for Neural Network: 0.5625030994415283 seconds
Testing time for Neural Network: 0.0013568401336669922 seconds
RMSE for Neural Network: 0.26871517581026416
MAE for Neural Network: 0.21171199355959958
Training time for Neural Network: 0.617595911026001 seconds
Testing time for Neural Network: 0.0020101070404052734 seconds
RMSE for Neural Network: 0.24460005940093682
MAE for Neural Network: 0.2036337174992348
Training time for Neural Network: 0.6620378494262695 seconds
Testing time for Neural Network: 0.0008482933044433594 seconds
RMSE for Neural Network: 0.31937469065931484
MAE for Neural Network: 0.25315463912860925
Training time for Neural Network: 0.6220343112945557 seconds
Testing time for Neural Network: 0.0008749961853027344 seconds
RMSE for Neural Network: 256.9579430166526
MAE for Neural Network: 197.16975859484464
Training time for Neural Network: 0.6467819213867188 seconds
Testing time for Neural Network: 0.0016748905181884766 seconds
RMSE for Neural Network: 257.7811315669398
MAE for Neural Network: 198.24137059890379
Training time for Neural Network: 0.6338248252868652 seconds
Testing time for Neural Network: 0.0009262561798095703 seconds
RMSE for Neural Network: 257.5252897858428
MAE for Neural Network: 197.90857511558795
Training time for Neural Network: 0.5823137760162354 seconds
Testing time for Neural Network: 0.0007967948913574219 seconds
RMSE for Neural Network: 0.19663683736405263
MAE for Neural Network: 0.138272601245305
Training time for Neural Network: 0.49723196029663086 seconds
Testing time for Neural Network: 0.0009937286376953125 seconds
RMSE for Neural Network: 0.31173532674861176
MAE for Neural Network: 0.2358487919554889
Training time for Neural Network: 0.6037387847900391 seconds
Testing time for Neural Network: 0.0012691020965576172 seconds
RMSE for Neural Network: 0.14595698798750867
MAE for Neural Network: 0.11530724052804413
Training time for Neural Network: 1.1657190322875977 seconds
Testing time for Neural Network: 0.0010328292846679688 seconds
RMSE for Neural Network: 257.904291262866
MAE for Neural Network: 198.4014936355098
Training time for Neural Network: 0.6564333438873291 seconds
Testing time for Neural Network: 0.000888824462890625 seconds
RMSE for Neural Network: 257.1814574137229
MAE for Neural Network: 197.46096136311752
Training time for Neural Network: 0.6621658802032471 seconds
Testing time for Neural Network: 0.0009710788726806641 seconds
RMSE for Neural Network: 256.6014566188743
MAE for Neural Network: 196.70604901384337
Training time for Neural Network: 0.5988497734069824 seconds
Testing time for Neural Network: 0.0016410350799560547 seconds
RMSE for Neural Network: 0.32995669085207036
MAE for Neural Network: 0.24593194665161985
Training time for Neural Network: 0.5946650505065918 seconds
Testing time for Neural Network: 0.0009770393371582031 seconds
RMSE for Neural Network: 256.3044954617988
MAE for Neural Network: 196.32238123490416
Training time for Neural Network: 0.9324030876159668 seconds
Testing time for Neural Network: 0.0009310245513916016 seconds
RMSE for Neural Network: 0.12681186871831862
MAE for Neural Network: 0.09908926303368762
Training time for Neural Network: 0.6088287830352783 seconds
Testing time for Neural Network: 0.00150299072265625 seconds
RMSE for Neural Network: 257.1790456130467
MAE for Neural Network: 197.45782012226704
Training time for Neural Network: 0.6156339645385742 seconds
Testing time for Neural Network: 0.0006542205810546875 seconds
RMSE for Neural Network: 256.76216527587235
MAE for Neural Network: 196.91454680179012
Training time for Neural Network: 0.7109401226043701 seconds
Testing time for Neural Network: 0.0007929801940917969 seconds
RMSE for Neural Network: 12.868054199261584
MAE for Neural Network: 10.274665090459704
Training time for Neural Network: 0.17635416984558105 seconds
Testing time for Neural Network: 0.0013802051544189453 seconds
RMSE for Neural Network: 0.41816462624088063
MAE for Neural Network: 0.3454300073558483
Training time for Neural Network: 0.6487917900085449 seconds
Testing time for Neural Network: 0.0009152889251708984 seconds
RMSE for Neural Network: 257.46613425971765
MAE for Neural Network: 197.83159382576622
Training time for Neural Network: 0.9355490207672119 seconds
Testing time for Neural Network: 0.006506919860839844 seconds
RMSE for Neural Network: 0.22746992714308648
MAE for Neural Network: 0.1622444252568479
Training time for Neural Network: 1.048694133758545 seconds
Testing time for Neural Network: 0.0023717880249023438 seconds
RMSE for Neural Network: 257.3531817416281
MAE for Neural Network: 197.6845704083641
Training time for Neural Network: 0.7346973419189453 seconds
Testing time for Neural Network: 0.0014340877532958984 seconds
RMSE for Neural Network: 255.91958167000345
MAE for Neural Network: 195.8246295429299
Training time for Neural Network: 0.6282920837402344 seconds
Testing time for Neural Network: 0.0008640289306640625 seconds
RMSE for Neural Network: 0.31275636105128296
MAE for Neural Network: 0.25207865150110553
Training time for Neural Network: 0.7123429775238037 seconds
Testing time for Neural Network: 0.0018758773803710938 seconds
RMSE for Neural Network: 257.4551394697587
MAE for Neural Network: 197.8172845440785
Training time for Neural Network: 0.6880490779876709 seconds
Testing time for Neural Network: 0.00251007080078125 seconds
RMSE for Neural Network: 256.92729124731375
MAE for Neural Network: 197.12981056319717
Training time for Neural Network: 0.736541748046875 seconds
Testing time for Neural Network: 0.002079010009765625 seconds
RMSE for Neural Network: 256.46902241486526
MAE for Neural Network: 196.53498529994584
Training time for Neural Network: 0.7099130153656006 seconds
Testing time for Neural Network: 0.0013570785522460938 seconds
RMSE for Neural Network: 0.26727046407611577
MAE for Neural Network: 0.21771015350082698
Training time for Neural Network: 0.769597053527832 seconds
Testing time for Neural Network: 0.0008471012115478516 seconds
RMSE for Neural Network: 0.2713454863363993
MAE for Neural Network: 0.22609777596708494
Training time for Neural Network: 0.7378759384155273 seconds
Testing time for Neural Network: 0.0019109249114990234 seconds
RMSE for Neural Network: 0.17630165609560702
MAE for Neural Network: 0.12762931776669473
Training time for Neural Network: 0.5496509075164795 seconds
Testing time for Neural Network: 0.0008471012115478516 seconds
RMSE for Neural Network: 256.90672850098605
MAE for Neural Network: 197.103009551045
Training time for Neural Network: 0.6134059429168701 seconds
Testing time for Neural Network: 0.0024750232696533203 seconds
RMSE for Neural Network: 0.2753234433233005
MAE for Neural Network: 0.20919930622648814
Training time for Neural Network: 0.6259360313415527 seconds
Testing time for Neural Network: 0.001318216323852539 seconds
RMSE for Neural Network: 258.47567855807426
MAE for Neural Network: 199.14368087151786
Training time for Neural Network: 0.6247711181640625 seconds
Testing time for Neural Network: 0.0014240741729736328 seconds
RMSE for Neural Network: 255.9942182690171
MAE for Neural Network: 195.9211746962472
Training time for Neural Network: 0.5774099826812744 seconds
Testing time for Neural Network: 0.0009310245513916016 seconds
RMSE for Neural Network: 0.2704707529028733
MAE for Neural Network: 0.21545650176691533
Training time for Neural Network: 0.6292228698730469 seconds
Testing time for Neural Network: 0.0009410381317138672 seconds
RMSE for Neural Network: 0.14964722017746382
MAE for Neural Network: 0.11782748785679456
Training time for Neural Network: 0.365811824798584 seconds
Testing time for Neural Network: 0.003972053527832031 seconds
RMSE for Neural Network: 257.3333159142303
MAE for Neural Network: 197.65870763620072
Training time for Neural Network: 0.645927906036377 seconds
Testing time for Neural Network: 0.0009300708770751953 seconds
RMSE for Neural Network: 257.7289041934582
MAE for Neural Network: 198.17345251511557
Training time for Neural Network: 0.5552282333374023 seconds
Testing time for Neural Network: 0.0008387565612792969 seconds
RMSE for Neural Network: 0.4007666380101441
MAE for Neural Network: 0.32309886538365157
Training time for Neural Network: 0.5528488159179688 seconds
Testing time for Neural Network: 0.0008862018585205078 seconds
RMSE for Neural Network: 0.38136027457660165
MAE for Neural Network: 0.3067037652506937
Training time for Neural Network: 0.5958209037780762 seconds
Testing time for Neural Network: 0.0009047985076904297 seconds
RMSE for Neural Network: 0.1697307789239067
MAE for Neural Network: 0.11687124411066772
Training time for Neural Network: 0.5865240097045898 seconds
Testing time for Neural Network: 0.0007059574127197266 seconds
RMSE for Neural Network: 257.9964682160344
MAE for Neural Network: 198.52130071341782
Training time for Neural Network: 0.5492339134216309 seconds
Testing time for Neural Network: 0.0009028911590576172 seconds
RMSE for Neural Network: 257.6557118265202
MAE for Neural Network: 198.07825489394548
Training time for Neural Network: 0.5448708534240723 seconds
Testing time for Neural Network: 0.0009179115295410156 seconds
RMSE for Neural Network: 0.20647565050220504
MAE for Neural Network: 0.16216996768165182
Training time for Neural Network: 0.6420230865478516 seconds
Testing time for Neural Network: 0.0008728504180908203 seconds
RMSE for Neural Network: 257.9594226645457
MAE for Neural Network: 198.47315427136667
Training time for Neural Network: 1.2859761714935303 seconds
Testing time for Neural Network: 0.0008869171142578125 seconds
RMSE for Neural Network: 0.15895682713277426
MAE for Neural Network: 0.12285517777838625
Training time for Neural Network: 0.1626145839691162 seconds
Testing time for Neural Network: 0.00047397613525390625 seconds
RMSE for Neural Network: 256.4988472761063
MAE for Neural Network: 196.57351513719183
Training time for Neural Network: 0.5050811767578125 seconds
Testing time for Neural Network: 0.0007569789886474609 seconds
RMSE for Neural Network: 255.9345771915447
MAE for Neural Network: 195.8440159306856
Training time for Neural Network: 1.8091301918029785 seconds
Testing time for Neural Network: 0.0009109973907470703 seconds
RMSE for Neural Network: 0.2357779381874063
MAE for Neural Network: 0.186499773268317
Training time for Neural Network: 0.7615261077880859 seconds
Testing time for Neural Network: 0.0012218952178955078 seconds
RMSE for Neural Network: 0.46465073103311433
MAE for Neural Network: 0.3933347160049267
Training time for Neural Network: 0.586867094039917 seconds
Testing time for Neural Network: 0.0008759498596191406 seconds
RMSE for Neural Network: 257.93796081422863
MAE for Neural Network: 198.44525908673802
Training time for Neural Network: 0.6348972320556641 seconds
Testing time for Neural Network: 0.0035970211029052734 seconds
RMSE for Neural Network: 258.39147520415156
MAE for Neural Network: 199.03437814402233
Training time for Neural Network: 1.126115083694458 seconds
Testing time for Neural Network: 0.0013580322265625 seconds
RMSE for Neural Network: 255.9846311699602
MAE for Neural Network: 195.90877254689752
Training time for Neural Network: 0.5750548839569092 seconds
Testing time for Neural Network: 0.0007061958312988281 seconds
RMSE for Neural Network: 0.3075602910660348
MAE for Neural Network: 0.25783852130415874
Training time for Neural Network: 0.6347899436950684 seconds
Testing time for Neural Network: 0.0009021759033203125 seconds
RMSE for Neural Network: 0.20141620651577455
MAE for Neural Network: 0.15067032197357969
Training time for Neural Network: 0.6374270915985107 seconds
Testing time for Neural Network: 0.0008759498596191406 seconds
RMSE for Neural Network: 0.2017566385329534
MAE for Neural Network: 0.1534838469769779
Training time for Neural Network: 0.5585331916809082 seconds
Testing time for Neural Network: 0.0009028911590576172 seconds
RMSE for Neural Network: 0.2777718382432594
MAE for Neural Network: 0.2064387947823452
Training time for Neural Network: 0.641960859298706 seconds
Testing time for Neural Network: 0.0009229183197021484 seconds
RMSE for Neural Network: 0.24942047812959353
MAE for Neural Network: 0.19672467649893538
Training time for Neural Network: 0.8379409313201904 seconds
Testing time for Neural Network: 0.0019140243530273438 seconds
RMSE for Neural Network: 0.22723432837793087
MAE for Neural Network: 0.18148580633323427
Training time for Neural Network: 0.6230456829071045 seconds
Testing time for Neural Network: 0.0009381771087646484 seconds
RMSE for Neural Network: 257.0817665921473
MAE for Neural Network: 197.33110231065777
Training time for Neural Network: 0.7176578044891357 seconds
Testing time for Neural Network: 0.0009169578552246094 seconds
RMSE for Neural Network: 0.4403556445595961
MAE for Neural Network: 0.3245186777122633
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Testing time for Neural Network: 0.0013911724090576172 seconds
RMSE for Neural Network: 256.7635572136885
MAE for Neural Network: 196.91636178344115
Training time for Neural Network: 0.7866969108581543 seconds
Testing time for Neural Network: 0.002766847610473633 seconds
RMSE for Neural Network: 0.17791290730494821
MAE for Neural Network: 0.13135314956967487
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Testing time for Neural Network: 0.009589672088623047 seconds
RMSE for Neural Network: 0.19017368763768688
MAE for Neural Network: 0.1494604318743443
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Testing time for Neural Network: 0.0006463527679443359 seconds
RMSE for Neural Network: 0.22139557269282353
MAE for Neural Network: 0.16234273960255877
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Testing time for Neural Network: 0.001834869384765625 seconds
RMSE for Neural Network: 0.20740531887935748
MAE for Neural Network: 0.16559824541290588
Training time for Neural Network: 0.25188302993774414 seconds
Testing time for Neural Network: 0.0006248950958251953 seconds
RMSE for Neural Network: 257.20300616072905
MAE for Neural Network: 197.4890265384789
Training time for Neural Network: 1.1896090507507324 seconds
Testing time for Neural Network: 0.0008730888366699219 seconds
RMSE for Neural Network: 256.8818272415089
MAE for Neural Network: 197.07055181314246
Training time for Neural Network: 0.7815837860107422 seconds
Testing time for Neural Network: 0.0006542205810546875 seconds
RMSE for Neural Network: 0.18366359201232949
MAE for Neural Network: 0.14530352726434237
Training time for Neural Network: 0.6691548824310303 seconds
Testing time for Neural Network: 0.0017731189727783203 seconds
RMSE for Neural Network: 0.23776278190839864
MAE for Neural Network: 0.1907374877570859
Training time for Neural Network: 0.7802882194519043 seconds
Testing time for Neural Network: 0.0007658004760742188 seconds
RMSE for Neural Network: 0.2597014515694479
MAE for Neural Network: 0.20038445327144194
Training time for Neural Network: 0.6769959926605225 seconds
Testing time for Neural Network: 0.0009920597076416016 seconds
RMSE for Neural Network: 257.0392271580313
MAE for Neural Network: 197.27567899515137
Training time for Neural Network: 0.7663381099700928 seconds
Testing time for Neural Network: 0.0034821033477783203 seconds
RMSE for Neural Network: 257.73914231321794
MAE for Neural Network: 198.18676723069382
Training time for Neural Network: 0.7709970474243164 seconds
Testing time for Neural Network: 0.0007736682891845703 seconds
RMSE for Neural Network: 0.3272224877663667
MAE for Neural Network: 0.27193562051598547
Training time for Neural Network: 0.8443748950958252 seconds
Testing time for Neural Network: 0.0021779537200927734 seconds
RMSE for Neural Network: 0.1311355627441288
MAE for Neural Network: 0.09458635236245609
Training time for Neural Network: 0.6532349586486816 seconds
Testing time for Neural Network: 0.0006411075592041016 seconds
RMSE for Neural Network: 256.4027462307459
MAE for Neural Network: 196.44935382038182
Training time for Neural Network: 0.8151340484619141 seconds
Testing time for Neural Network: 0.0007960796356201172 seconds
RMSE for Neural Network: 0.35281831162598387
MAE for Neural Network: 0.2814409603062887
Training time for Neural Network: 0.6971120834350586 seconds
Testing time for Neural Network: 0.0011799335479736328 seconds
RMSE for Neural Network: 0.28659593240014236
MAE for Neural Network: 0.22951192501819903
Training time for Neural Network: 0.7284388542175293 seconds
Testing time for Neural Network: 0.004240989685058594 seconds
RMSE for Neural Network: 0.1302680945771883
MAE for Neural Network: 0.10159275763615011
Training time for Neural Network: 0.7414309978485107 seconds
Testing time for Neural Network: 0.003968954086303711 seconds
RMSE for Neural Network: 0.3733640766395522
MAE for Neural Network: 0.2875641775177104
Training time for Neural Network: 0.7840147018432617 seconds
Testing time for Neural Network: 0.0014731884002685547 seconds
RMSE for Neural Network: 257.99650046475233
MAE for Neural Network: 198.52134262355503
Training time for Neural Network: 0.8096592426300049 seconds
Testing time for Neural Network: 0.0024557113647460938 seconds
RMSE for Neural Network: 258.2981218236317
MAE for Neural Network: 198.91316940468184
Training time for Neural Network: 0.186784029006958 seconds
Testing time for Neural Network: 0.0005376338958740234 seconds
RMSE for Neural Network: 0.2776987590229581
MAE for Neural Network: 0.22580108525802267
Training time for Neural Network: 0.6618008613586426 seconds
Testing time for Neural Network: 0.0028901100158691406 seconds
RMSE for Neural Network: 256.94244994981244
MAE for Neural Network: 197.1495671088625
Training time for Neural Network: 0.684499979019165 seconds
Testing time for Neural Network: 0.0011491775512695312 seconds
RMSE for Neural Network: 0.26017393001948635
MAE for Neural Network: 0.2045951358961552
Training time for Neural Network: 0.7752909660339355 seconds
Testing time for Neural Network: 0.0009441375732421875 seconds
RMSE for Neural Network: 0.22053722019006777
MAE for Neural Network: 0.1778661936584424
Training time for Neural Network: 0.7010209560394287 seconds
Testing time for Neural Network: 0.0008480548858642578 seconds
RMSE for Neural Network: 0.2828941631420772
MAE for Neural Network: 0.22594899098598198
Training time for Neural Network: 0.5987451076507568 seconds
Testing time for Neural Network: 0.0008320808410644531 seconds
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MAE for Neural Network: 0.2337883991441597
Training time for Neural Network: 1.2714447975158691 seconds
Testing time for Neural Network: 0.0009319782257080078 seconds
RMSE for Neural Network: 0.2947879172183409
MAE for Neural Network: 0.24336625462615458
Training time for Neural Network: 0.6576128005981445 seconds
Testing time for Neural Network: 0.0006680488586425781 seconds
RMSE for Neural Network: 0.12347571985627331
MAE for Neural Network: 0.10072779612357138
Training time for Neural Network: 0.6392199993133545 seconds
Testing time for Neural Network: 0.0008790493011474609 seconds
RMSE for Neural Network: 0.27871907674286556
MAE for Neural Network: 0.22070569665314882
Training time for Neural Network: 0.6399171352386475 seconds
Testing time for Neural Network: 0.002313852310180664 seconds
RMSE for Neural Network: 257.0167340271525
MAE for Neural Network: 197.2463708030747
Training time for Neural Network: 0.676844596862793 seconds
Testing time for Neural Network: 0.0008933544158935547 seconds
RMSE for Neural Network: 0.2819871932835681
MAE for Neural Network: 0.2243132634626559
Training time for Neural Network: 1.1735451221466064 seconds
Testing time for Neural Network: 0.002002716064453125 seconds
RMSE for Neural Network: 257.2734103271246
MAE for Neural Network: 197.58070980323214
Training time for Neural Network: 0.6772892475128174 seconds
Testing time for Neural Network: 0.0007078647613525391 seconds
RMSE for Neural Network: 258.06370518101966
MAE for Neural Network: 198.60867341774437
Training time for Neural Network: 0.6046581268310547 seconds
Testing time for Neural Network: 0.0011188983917236328 seconds
RMSE for Neural Network: 0.2648938456178345
MAE for Neural Network: 0.20602646997547308
Training time for Neural Network: 0.6467688083648682 seconds
Testing time for Neural Network: 0.0018527507781982422 seconds
RMSE for Neural Network: 257.4753962794862
MAE for Neural Network: 197.8436476470206
Training time for Neural Network: 0.5946459770202637 seconds
Testing time for Neural Network: 0.0009107589721679688 seconds
RMSE for Neural Network: 257.1131722303788
MAE for Neural Network: 197.37201564398237
Training time for Neural Network: 0.565803050994873 seconds
Testing time for Neural Network: 0.0019609928131103516 seconds
RMSE for Neural Network: 0.39844085225062315
MAE for Neural Network: 0.31787183693784316
Training time for Neural Network: 0.616995096206665 seconds
Testing time for Neural Network: 0.0013659000396728516 seconds
RMSE for Neural Network: 0.1285019861747204
MAE for Neural Network: 0.09948969075297029
Training time for Neural Network: 0.19360804557800293 seconds
Testing time for Neural Network: 0.0006437301635742188 seconds
RMSE for Neural Network: 257.4097468158646
MAE for Neural Network: 197.75820332114552
Training time for Neural Network: 0.650223970413208 seconds
Testing time for Neural Network: 0.0013890266418457031 seconds
RMSE for Neural Network: 0.21864156752720562
MAE for Neural Network: 0.16881720702072633
Training time for Neural Network: 0.5688478946685791 seconds
Testing time for Neural Network: 0.0007722377777099609 seconds
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MAE for Neural Network: 0.2116445554085223
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Testing time for Neural Network: 0.0009398460388183594 seconds
RMSE for Neural Network: 256.9198565462002
MAE for Neural Network: 197.12012051721183
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Testing time for Neural Network: 0.0011157989501953125 seconds
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MAE for Neural Network: 196.42974312665126
Training time for Neural Network: 0.7193882465362549 seconds
Testing time for Neural Network: 0.0029129981994628906 seconds
RMSE for Neural Network: 258.1601760175147
MAE for Neural Network: 198.7340074229727
Training time for Neural Network: 0.6703879833221436 seconds
Testing time for Neural Network: 0.0031092166900634766 seconds
RMSE for Neural Network: 0.1976233212050199
MAE for Neural Network: 0.14717763592445088
Training time for Neural Network: 0.7117891311645508 seconds
Testing time for Neural Network: 0.0016510486602783203 seconds
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MAE for Neural Network: 196.41250783446358
Training time for Neural Network: 0.7115330696105957 seconds
Testing time for Neural Network: 0.0032820701599121094 seconds
RMSE for Neural Network: 0.18179712290514105
MAE for Neural Network: 0.12882014159998373
Training time for Neural Network: 0.6872918605804443 seconds
Testing time for Neural Network: 0.0013720989227294922 seconds
RMSE for Neural Network: 258.2135975567774
MAE for Neural Network: 198.8033983316518
Training time for Neural Network: 0.6767480373382568 seconds
Testing time for Neural Network: 0.0009250640869140625 seconds
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MAE for Neural Network: 196.71488776658987
Training time for Neural Network: 1.2179300785064697 seconds
Testing time for Neural Network: 0.0006308555603027344 seconds
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MAE for Neural Network: 0.22492011250399102
Training time for Neural Network: 0.6507210731506348 seconds
Testing time for Neural Network: 0.0010230541229248047 seconds
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MAE for Neural Network: 0.16603139295056504
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Testing time for Neural Network: 0.0009770393371582031 seconds
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MAE for Neural Network: 196.67310962096803
Training time for Neural Network: 0.5914580821990967 seconds
Testing time for Neural Network: 0.0008261203765869141 seconds
RMSE for Neural Network: 0.16069139282062214
MAE for Neural Network: 0.12305251232649067
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Testing time for Neural Network: 0.0006890296936035156 seconds
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MAE for Neural Network: 196.2108210406512
Training time for Neural Network: 0.6211562156677246 seconds
Testing time for Neural Network: 0.0008249282836914062 seconds
RMSE for Neural Network: 0.21567977195918642
MAE for Neural Network: 0.16453767500156138
Training time for Neural Network: 0.46843719482421875 seconds
Testing time for Neural Network: 0.0007648468017578125 seconds
RMSE for Neural Network: 0.5797302706037271
MAE for Neural Network: 0.4494613129773512
Training time for Neural Network: 0.5821969509124756 seconds
Testing time for Neural Network: 0.0007059574127197266 seconds
RMSE for Neural Network: 257.11334666245
MAE for Neural Network: 197.372242873625
Training time for Neural Network: 0.6314620971679688 seconds
Testing time for Neural Network: 0.0007848739624023438 seconds
RMSE for Neural Network: 0.11155412977798529
MAE for Neural Network: 0.08747522462610917
Training time for Neural Network: 0.5578391551971436 seconds
Testing time for Neural Network: 0.0008559226989746094 seconds
RMSE for Neural Network: 0.18818558340361907
MAE for Neural Network: 0.1508427814988254
Training time for Neural Network: 0.4581007957458496 seconds
Testing time for Neural Network: 0.0008258819580078125 seconds
RMSE for Neural Network: 258.16778902173013
MAE for Neural Network: 198.7438967952691
Training time for Neural Network: 0.6077301502227783 seconds
Testing time for Neural Network: 0.0011620521545410156 seconds
RMSE for Neural Network: 257.2362814395743
MAE for Neural Network: 197.53236118130087
Training time for Neural Network: 0.6294689178466797 seconds
Testing time for Neural Network: 0.0008921623229980469 seconds
RMSE for Neural Network: 257.01704394144224
MAE for Neural Network: 197.2467746286292
Training time for Neural Network: 0.6535789966583252 seconds
Testing time for Neural Network: 0.0011713504791259766 seconds
RMSE for Neural Network: 258.32999095232304
MAE for Neural Network: 198.9545512181798
Training time for Neural Network: 0.6140458583831787 seconds
Testing time for Neural Network: 0.0008749961853027344 seconds
RMSE for Neural Network: 255.8779985786361
MAE for Neural Network: 195.77299696685705
Training time for Neural Network: 0.5648660659790039 seconds
Testing time for Neural Network: 0.0006611347198486328 seconds
RMSE for Neural Network: 256.41284695745424
MAE for Neural Network: 196.462405368536
Training time for Neural Network: 0.6552679538726807 seconds
Testing time for Neural Network: 0.0008769035339355469 seconds
RMSE for Neural Network: 0.23086452364275906
MAE for Neural Network: 0.17864040418125846
Training time for Neural Network: 0.5866210460662842 seconds
Testing time for Neural Network: 0.0024559497833251953 seconds
RMSE for Neural Network: 257.2136741257394
MAE for Neural Network: 197.50291993350896
Training time for Neural Network: 0.5385317802429199 seconds
Testing time for Neural Network: 0.0006690025329589844 seconds
RMSE for Neural Network: 258.3400798955893
MAE for Neural Network: 198.96765090199835
Training time for Neural Network: 0.6413888931274414 seconds
Testing time for Neural Network: 0.0009140968322753906 seconds
RMSE for Neural Network: 256.28658036540367
MAE for Neural Network: 196.29922529274543
Training time for Neural Network: 0.5951669216156006 seconds
Testing time for Neural Network: 0.0009150505065917969 seconds
RMSE for Neural Network: 0.45982559927365624
MAE for Neural Network: 0.36944045325255287
Training time for Neural Network: 0.5786669254302979 seconds
Testing time for Neural Network: 0.0009033679962158203 seconds
RMSE for Neural Network: 19.644309263281354
MAE for Neural Network: 15.60705403134927
Training time for Neural Network: 0.674382209777832 seconds
Testing time for Neural Network: 0.0009160041809082031 seconds
RMSE for Neural Network: 258.2796289131807
MAE for Neural Network: 198.88915489923104
Training time for Neural Network: 0.6766080856323242 seconds
Testing time for Neural Network: 0.0007958412170410156 seconds
RMSE for Neural Network: 256.08954905393944
MAE for Neural Network: 196.04447949716723
Training time for Neural Network: 0.6085052490234375 seconds
Testing time for Neural Network: 0.0009107589721679688 seconds
RMSE for Neural Network: 257.73772968036224
MAE for Neural Network: 198.18493011777528
Training time for Neural Network: 0.5248613357543945 seconds
Testing time for Neural Network: 0.0010218620300292969 seconds
RMSE for Neural Network: 0.18913399581238888
MAE for Neural Network: 0.14875971351206663
Training time for Neural Network: 1.2504069805145264 seconds
Testing time for Neural Network: 0.0010151863098144531 seconds
RMSE for Neural Network: 256.6966729561129
MAE for Neural Network: 196.8291419778524
Training time for Neural Network: 0.5980517864227295 seconds
Testing time for Neural Network: 0.0006670951843261719 seconds
RMSE for Neural Network: 0.1660227139346074
MAE for Neural Network: 0.1298111547487997
Training time for Neural Network: 1.166883945465088 seconds
Testing time for Neural Network: 0.0008480548858642578 seconds
RMSE for Neural Network: 257.2518674391239
MAE for Neural Network: 197.5526576027682
Training time for Neural Network: 0.5637969970703125 seconds
Testing time for Neural Network: 0.0014159679412841797 seconds
RMSE for Neural Network: 256.3880085637017
MAE for Neural Network: 196.4303100493823
Training time for Neural Network: 0.5987169742584229 seconds
Testing time for Neural Network: 0.0009338855743408203 seconds
RMSE for Neural Network: 256.7581392746575
MAE for Neural Network: 196.90929716187705
Training time for Neural Network: 0.18267393112182617 seconds
Testing time for Neural Network: 0.0005180835723876953 seconds
RMSE for Neural Network: 256.05125157453426
MAE for Neural Network: 195.99494784502323
Training time for Neural Network: 0.5589427947998047 seconds
Testing time for Neural Network: 0.001428842544555664 seconds
RMSE for Neural Network: 258.4275263351391
MAE for Neural Network: 199.08117839891094
Training time for Neural Network: 0.5929999351501465 seconds
Testing time for Neural Network: 0.0024290084838867188 seconds
RMSE for Neural Network: 256.9769961987568
MAE for Neural Network: 197.1945886689994
Training time for Neural Network: 0.6083877086639404 seconds
Testing time for Neural Network: 0.0011272430419921875 seconds
RMSE for Neural Network: 256.4495097949844
MAE for Neural Network: 196.50977583142958
Training time for Neural Network: 0.572746992111206 seconds
Testing time for Neural Network: 0.0008289813995361328 seconds
RMSE for Neural Network: 0.16763018290712073
MAE for Neural Network: 0.13054558775461017
Training time for Neural Network: 0.608151912689209 seconds
Testing time for Neural Network: 0.002161264419555664 seconds
RMSE for Neural Network: 0.32016148054755733
MAE for Neural Network: 0.26322398659859714
Training time for Neural Network: 0.5947408676147461 seconds
Testing time for Neural Network: 0.0009059906005859375 seconds
RMSE for Neural Network: 256.1713314698891
MAE for Neural Network: 196.15023443171035
Training time for Neural Network: 0.6493668556213379 seconds
Testing time for Neural Network: 0.0012772083282470703 seconds
RMSE for Neural Network: 257.075237951627
MAE for Neural Network: 197.32259676196657
Training time for Neural Network: 0.5302119255065918 seconds
Testing time for Neural Network: 0.0008270740509033203 seconds
RMSE for Neural Network: 0.41983805461837626
MAE for Neural Network: 0.330493751258207
Training time for Neural Network: 0.7482607364654541 seconds
Testing time for Neural Network: 0.0008819103240966797 seconds
RMSE for Neural Network: 258.18148721839526
MAE for Neural Network: 198.76169039154004
Training time for Neural Network: 0.7002580165863037 seconds
Testing time for Neural Network: 0.0020449161529541016 seconds
RMSE for Neural Network: 258.07747499469224
MAE for Neural Network: 198.62656500235815
Training time for Neural Network: 0.7523891925811768 seconds
Testing time for Neural Network: 0.0012700557708740234 seconds
RMSE for Neural Network: 258.17352403088216
MAE for Neural Network: 198.75134649990295
Training time for Neural Network: 0.567126989364624 seconds
Testing time for Neural Network: 0.0018188953399658203 seconds
RMSE for Neural Network: 0.33253127659029613
MAE for Neural Network: 0.26181854088111145
Training time for Neural Network: 0.6384727954864502 seconds
Testing time for Neural Network: 0.0009090900421142578 seconds
RMSE for Neural Network: 257.1707454333746
MAE for Neural Network: 197.44700942723233
Training time for Neural Network: 0.6373178958892822 seconds
Testing time for Neural Network: 0.0012061595916748047 seconds
RMSE for Neural Network: 256.01499952754233
MAE for Neural Network: 195.9480568069849
Training time for Neural Network: 0.7746670246124268 seconds
Testing time for Neural Network: 0.0008199214935302734 seconds
RMSE for Neural Network: 0.6522387097383108
MAE for Neural Network: 0.495671694196309
Training time for Neural Network: 0.5639050006866455 seconds
Testing time for Neural Network: 0.00061798095703125 seconds
RMSE for Neural Network: 256.96659158887127
MAE for Neural Network: 197.18102955863114
Training time for Neural Network: 0.7004251480102539 seconds
Testing time for Neural Network: 0.0008649826049804688 seconds
RMSE for Neural Network: 0.2390916214183894
MAE for Neural Network: 0.1892267996796582
Training time for Neural Network: 0.668179988861084 seconds
Testing time for Neural Network: 0.001402139663696289 seconds
RMSE for Neural Network: 0.31842153014121727
MAE for Neural Network: 0.25248120383472006
Training time for Neural Network: 1.3276550769805908 seconds
Testing time for Neural Network: 0.0009310245513916016 seconds
RMSE for Neural Network: 0.4823298235638135
MAE for Neural Network: 0.3875763591768985
Training time for Neural Network: 0.9366042613983154 seconds
Testing time for Neural Network: 0.0008547306060791016 seconds
RMSE for Neural Network: 256.17262013819084
MAE for Neural Network: 196.15190065089737
Training time for Neural Network: 0.5713260173797607 seconds
Testing time for Neural Network: 0.0006890296936035156 seconds
RMSE for Neural Network: 0.31723663017918474
MAE for Neural Network: 0.23804216020429206
Training time for Neural Network: 0.6432340145111084 seconds
Testing time for Neural Network: 0.0025649070739746094 seconds
RMSE for Neural Network: 0.15836713063313435
MAE for Neural Network: 0.12044405754021442
Training time for Neural Network: 0.6480569839477539 seconds
Testing time for Neural Network: 0.002736330032348633 seconds
RMSE for Neural Network: 258.4732944050453
MAE for Neural Network: 199.14058638458718
Training time for Neural Network: 0.6572301387786865 seconds
Testing time for Neural Network: 0.0009396076202392578 seconds
RMSE for Neural Network: 0.23847115455441603
MAE for Neural Network: 0.1946181054689162
Training time for Neural Network: 0.6268231868743896 seconds
Testing time for Neural Network: 0.00179290771484375 seconds
RMSE for Neural Network: 258.1677718769878
MAE for Neural Network: 198.74387452429426
Training time for Neural Network: 0.523015022277832 seconds
Testing time for Neural Network: 0.0008699893951416016 seconds
RMSE for Neural Network: 258.44889605481234
MAE for Neural Network: 199.10891767309468
Training time for Neural Network: 0.6330509185791016 seconds
Testing time for Neural Network: 0.0006892681121826172 seconds
RMSE for Neural Network: 257.1313721213511
MAE for Neural Network: 197.39572374803035
Training time for Neural Network: 0.634037971496582 seconds
Testing time for Neural Network: 0.0009369850158691406 seconds
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MAE for Neural Network: 0.1149993093168885
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Testing time for Neural Network: 0.0009081363677978516 seconds
RMSE for Neural Network: 257.9498535458034
MAE for Neural Network: 198.4607169424252
Training time for Neural Network: 0.5191459655761719 seconds
Testing time for Neural Network: 0.000682830810546875 seconds
RMSE for Neural Network: 0.18497613743121885
MAE for Neural Network: 0.14774553958467482
Training time for Neural Network: 0.5920331478118896 seconds
Testing time for Neural Network: 0.0009396076202392578 seconds
RMSE for Neural Network: 257.9695468756481
MAE for Neural Network: 198.486312727672
Training time for Neural Network: 0.6462090015411377 seconds
Testing time for Neural Network: 0.0006866455078125 seconds
RMSE for Neural Network: 257.63314474884726
MAE for Neural Network: 198.04889926020908
Training time for Neural Network: 0.5572140216827393 seconds
Testing time for Neural Network: 0.000659942626953125 seconds
RMSE for Neural Network: 0.21015970636397
MAE for Neural Network: 0.16642920954292925
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Testing time for Neural Network: 0.0013799667358398438 seconds
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Testing time for Neural Network: 0.0006079673767089844 seconds
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MAE for Neural Network: 196.62042256019325
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Testing time for Neural Network: 0.0008282661437988281 seconds
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MAE for Neural Network: 0.19474121020240762
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Testing time for Neural Network: 0.0006778240203857422 seconds
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MAE for Neural Network: 198.40880326282752
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Testing time for Neural Network: 0.0009658336639404297 seconds
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MAE for Neural Network: 196.81856814168862
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Testing time for Neural Network: 0.0015072822570800781 seconds
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MAE for Neural Network: 0.22826258858841683
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Testing time for Neural Network: 0.0009832382202148438 seconds
RMSE for Neural Network: 0.26436358305986457
MAE for Neural Network: 0.20839733034236943
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Testing time for Neural Network: 0.0009298324584960938 seconds
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MAE for Neural Network: 0.250314033424649
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Testing time for Neural Network: 0.0008561611175537109 seconds
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MAE for Neural Network: 196.30071708325718
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Testing time for Neural Network: 0.0021886825561523438 seconds
RMSE for Neural Network: 257.4973854702711
MAE for Neural Network: 197.87226371835288
Training time for Neural Network: 0.8905558586120605 seconds
Testing time for Neural Network: 0.001405954360961914 seconds
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MAE for Neural Network: 197.1400578582079
Training time for Neural Network: 0.6895298957824707 seconds
Testing time for Neural Network: 0.001889944076538086 seconds
RMSE for Neural Network: 258.42454923889744
MAE for Neural Network: 199.07731381131137
Training time for Neural Network: 0.6229438781738281 seconds
Testing time for Neural Network: 0.0008132457733154297 seconds
RMSE for Neural Network: 258.3685693510768
MAE for Neural Network: 199.00464028138188
Training time for Neural Network: 0.5439069271087646 seconds
Testing time for Neural Network: 0.0009021759033203125 seconds
RMSE for Neural Network: 258.47179266102864
MAE for Neural Network: 199.13863720133716
Training time for Neural Network: 0.5865306854248047 seconds
Testing time for Neural Network: 0.0008530616760253906 seconds
RMSE for Neural Network: 0.20326227675696046
MAE for Neural Network: 0.1612184420028729
Training time for Neural Network: 0.5611090660095215 seconds
Testing time for Neural Network: 0.0006327629089355469 seconds
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MAE for Neural Network: 0.31468176680098564
Training time for Neural Network: 0.6651298999786377 seconds
Testing time for Neural Network: 0.0009210109710693359 seconds
RMSE for Neural Network: 255.88346998432527
MAE for Neural Network: 195.7797909997528
Training time for Neural Network: 0.5792157649993896 seconds
Testing time for Neural Network: 0.0013942718505859375 seconds
RMSE for Neural Network: 256.6198678962951
MAE for Neural Network: 196.72982573784154
Training time for Neural Network: 0.6873810291290283 seconds
Testing time for Neural Network: 0.0014939308166503906 seconds
RMSE for Neural Network: 256.46439384072346
MAE for Neural Network: 196.52900550254245
Training time for Neural Network: 0.7221202850341797 seconds
Testing time for Neural Network: 0.0070841312408447266 seconds
RMSE for Neural Network: 257.6573509171046
MAE for Neural Network: 198.0803869811951
Training time for Neural Network: 0.6607458591461182 seconds
Testing time for Neural Network: 0.0007171630859375 seconds
RMSE for Neural Network: 0.2506423650913626
MAE for Neural Network: 0.1921554277579548
Training time for Neural Network: 0.5819699764251709 seconds
Testing time for Neural Network: 0.0008091926574707031 seconds
RMSE for Neural Network: 256.27364680667546
MAE for Neural Network: 196.2825074681707
Training time for Neural Network: 0.6542210578918457 seconds
Testing time for Neural Network: 0.0014469623565673828 seconds
RMSE for Neural Network: 0.21535631067064182
MAE for Neural Network: 0.170727130039693
Training time for Neural Network: 0.6704239845275879 seconds
Testing time for Neural Network: 0.0020432472229003906 seconds
RMSE for Neural Network: 257.55293083114657
MAE for Neural Network: 197.94454123494637
Training time for Neural Network: 0.6995139122009277 seconds
Testing time for Neural Network: 0.0011360645294189453 seconds
RMSE for Neural Network: 0.2746368140089113
MAE for Neural Network: 0.22106988197353455
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Testing time for Neural Network: 0.0018258094787597656 seconds
RMSE for Neural Network: 256.3782342467706
MAE for Neural Network: 196.41767941291528
Training time for Neural Network: 0.7614467144012451 seconds
Testing time for Neural Network: 0.0009212493896484375 seconds
RMSE for Neural Network: 0.21500451094242215
MAE for Neural Network: 0.17002912173500573
Training time for Neural Network: 0.6988668441772461 seconds
Testing time for Neural Network: 0.0008871555328369141 seconds
RMSE for Neural Network: 0.11508442352108851
MAE for Neural Network: 0.088275312329087
Training time for Neural Network: 0.70169997215271 seconds
Testing time for Neural Network: 0.0019371509552001953 seconds
RMSE for Neural Network: 0.48120549350513414
MAE for Neural Network: 0.37470255566613986
Training time for Neural Network: 0.6962728500366211 seconds
Testing time for Neural Network: 0.0007920265197753906 seconds
RMSE for Neural Network: 256.1294944732102
MAE for Neural Network: 196.09613691980653
Training time for Neural Network: 0.5679428577423096 seconds
Testing time for Neural Network: 0.0007619857788085938 seconds
RMSE for Neural Network: 0.22651170537244045
MAE for Neural Network: 0.17062500226173832
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Testing time for Neural Network: 0.0007719993591308594 seconds
RMSE for Neural Network: 0.24135348580531107
MAE for Neural Network: 0.19297280718357984
Training time for Neural Network: 0.6605331897735596 seconds
Testing time for Neural Network: 0.001538991928100586 seconds
RMSE for Neural Network: 0.181652550464491
MAE for Neural Network: 0.13782053491837293
Training time for Neural Network: 1.2543082237243652 seconds
Testing time for Neural Network: 0.002609729766845703 seconds
RMSE for Neural Network: 0.24275524621138794
MAE for Neural Network: 0.18571725440090325
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Testing time for Neural Network: 0.0022199153900146484 seconds
RMSE for Neural Network: 256.6920807201942
MAE for Neural Network: 196.82315293039767
Training time for Neural Network: 0.682873010635376 seconds
Testing time for Neural Network: 0.0009999275207519531 seconds
RMSE for Neural Network: 258.2307278977891
MAE for Neural Network: 198.825647378858
Training time for Neural Network: 0.5434701442718506 seconds
Testing time for Neural Network: 0.002393007278442383 seconds
RMSE for Neural Network: 255.89893071428025
MAE for Neural Network: 195.79898856438828
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Testing time for Neural Network: 0.0014789104461669922 seconds
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MAE for Neural Network: 196.7179736313528
Training time for Neural Network: 0.5234026908874512 seconds
Testing time for Neural Network: 0.0018901824951171875 seconds
RMSE for Neural Network: 0.14454367010274244
MAE for Neural Network: 0.10079157066553317
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Testing time for Neural Network: 0.000885009765625 seconds
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MAE for Neural Network: 198.31605073656772
Training time for Neural Network: 0.5279960632324219 seconds
Testing time for Neural Network: 0.002148866653442383 seconds
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MAE for Neural Network: 198.9554257328855
Training time for Neural Network: 0.5435559749603271 seconds
Testing time for Neural Network: 0.001967191696166992 seconds
RMSE for Neural Network: 0.19570021314923083
MAE for Neural Network: 0.15123292075851516
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Testing time for Neural Network: 0.0008788108825683594 seconds
RMSE for Neural Network: 0.21393345560027016
MAE for Neural Network: 0.16670650568512888
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Testing time for Neural Network: 0.0009050369262695312 seconds
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MAE for Neural Network: 197.19350211163263
Training time for Neural Network: 0.5782420635223389 seconds
Testing time for Neural Network: 0.0009667873382568359 seconds
RMSE for Neural Network: 257.5792004144444
MAE for Neural Network: 197.97872034929543
Training time for Neural Network: 0.6338679790496826 seconds
Testing time for Neural Network: 0.00102996826171875 seconds
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MAE for Neural Network: 0.15628486487830887
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Testing time for Neural Network: 0.0007219314575195312 seconds
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MAE for Neural Network: 195.98671940218586
Training time for Neural Network: 0.3522768020629883 seconds
Testing time for Neural Network: 0.0008902549743652344 seconds
RMSE for Neural Network: 0.21724716989163384
MAE for Neural Network: 0.16496381715911973
Training time for Neural Network: 0.6073837280273438 seconds
Testing time for Neural Network: 0.0013871192932128906 seconds
RMSE for Neural Network: 0.2166137509510795
MAE for Neural Network: 0.1642933752978436
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Testing time for Neural Network: 0.0013990402221679688 seconds
RMSE for Neural Network: 257.0250769552236
MAE for Neural Network: 197.25724171456568
Training time for Neural Network: 0.5335891246795654 seconds
Testing time for Neural Network: 0.0009059906005859375 seconds
RMSE for Neural Network: 256.6755027192698
MAE for Neural Network: 196.80166648794463
Training time for Neural Network: 0.6674177646636963 seconds
Testing time for Neural Network: 0.0008609294891357422 seconds
RMSE for Neural Network: 256.212144292224
MAE for Neural Network: 196.20300162265252
Training time for Neural Network: 0.16752409934997559 seconds
Testing time for Neural Network: 0.0005221366882324219 seconds
RMSE for Neural Network: 256.04139912563136
MAE for Neural Network: 195.98220443450685
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Testing time for Neural Network: 0.0008330345153808594 seconds
RMSE for Neural Network: 256.49545625271
MAE for Neural Network: 196.56913453515207
Training time for Neural Network: 0.6446478366851807 seconds
Testing time for Neural Network: 0.0008559226989746094 seconds
RMSE for Neural Network: 257.2825848085436
MAE for Neural Network: 197.5926559130309
Training time for Neural Network: 0.5792622566223145 seconds
Testing time for Neural Network: 0.0007870197296142578 seconds
RMSE for Neural Network: 0.3160201602477269
MAE for Neural Network: 0.2457872499350483
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Testing time for Neural Network: 0.0005218982696533203 seconds
RMSE for Neural Network: 0.13592484798244664
MAE for Neural Network: 0.10568705316726047
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Testing time for Neural Network: 0.0008838176727294922 seconds
RMSE for Neural Network: 256.7150002133547
MAE for Neural Network: 196.85304305380373
Training time for Neural Network: 0.6143479347229004 seconds
Testing time for Neural Network: 0.002471923828125 seconds
RMSE for Neural Network: 0.15829927351130488
MAE for Neural Network: 0.11794888998810356
Training time for Neural Network: 0.5911910533905029 seconds
Testing time for Neural Network: 0.0013630390167236328 seconds
RMSE for Neural Network: 0.18426996461564102
MAE for Neural Network: 0.1506064270512689
Training time for Neural Network: 1.0838720798492432 seconds
Testing time for Neural Network: 0.0006589889526367188 seconds
RMSE for Neural Network: 257.49065820936613
MAE for Neural Network: 197.86350924334837
Training time for Neural Network: 0.6470980644226074 seconds
Testing time for Neural Network: 0.0010309219360351562 seconds
RMSE for Neural Network: 255.84705613323823
MAE for Neural Network: 195.73457272930483
Training time for Neural Network: 0.5561747550964355 seconds
Testing time for Neural Network: 0.0009300708770751953 seconds
RMSE for Neural Network: 0.24957441084817775
MAE for Neural Network: 0.21022723527744952
Training time for Neural Network: 0.6827201843261719 seconds
Testing time for Neural Network: 0.00086212158203125 seconds
RMSE for Neural Network: 256.62278308559996
MAE for Neural Network: 196.7335903669431
Training time for Neural Network: 0.6295232772827148 seconds
Testing time for Neural Network: 0.0006890296936035156 seconds
RMSE for Neural Network: 0.2316585941382642
MAE for Neural Network: 0.18770026820617106
Training time for Neural Network: 0.687035083770752 seconds
Testing time for Neural Network: 0.0008759498596191406 seconds
RMSE for Neural Network: 0.26135511165230774
MAE for Neural Network: 0.19700065389401694
Training time for Neural Network: 0.7490622997283936 seconds
Testing time for Neural Network: 0.0006830692291259766 seconds
RMSE for Neural Network: 256.7272690201228
MAE for Neural Network: 196.86904247120853
Training time for Neural Network: 0.6737940311431885 seconds
Testing time for Neural Network: 0.0008561611175537109 seconds
RMSE for Neural Network: 257.88750551927865
MAE for Neural Network: 198.37967317231866
Training time for Neural Network: 0.16243410110473633 seconds
Testing time for Neural Network: 0.00127410888671875 seconds
RMSE for Neural Network: 0.6373896252631776
MAE for Neural Network: 0.5222503646008246
Training time for Neural Network: 0.6841549873352051 seconds
Testing time for Neural Network: 0.0015938282012939453 seconds
RMSE for Neural Network: 255.9443879374756
MAE for Neural Network: 195.85670914867535
Training time for Neural Network: 0.6688709259033203 seconds
Testing time for Neural Network: 0.005832195281982422 seconds
RMSE for Neural Network: 257.68005951231856
MAE for Neural Network: 198.10992477731153
Training time for Neural Network: 0.5892961025238037 seconds
Testing time for Neural Network: 0.000888824462890625 seconds
RMSE for Neural Network: 0.16644376848274886
MAE for Neural Network: 0.13166772541645835
Training time for Neural Network: 0.7091739177703857 seconds
Testing time for Neural Network: 0.0012369155883789062 seconds
RMSE for Neural Network: 258.3758927955446
MAE for Neural Network: 199.0141482480448
Training time for Neural Network: 0.773712158203125 seconds
Testing time for Neural Network: 0.0013887882232666016 seconds
RMSE for Neural Network: 257.35976840559493
MAE for Neural Network: 197.69314509810764
Training time for Neural Network: 0.6865289211273193 seconds
Testing time for Neural Network: 0.0009200572967529297 seconds
RMSE for Neural Network: 255.99711956229382
MAE for Neural Network: 195.9249278285989
Training time for Neural Network: 0.7218139171600342 seconds
Testing time for Neural Network: 0.0009081363677978516 seconds
RMSE for Neural Network: 257.900817027244
MAE for Neural Network: 198.39697741729833
Training time for Neural Network: 0.6589269638061523 seconds
Testing time for Neural Network: 0.0009839534759521484 seconds
RMSE for Neural Network: 0.1759996400422516
MAE for Neural Network: 0.1454532484365619
Training time for Neural Network: 0.6024901866912842 seconds
Testing time for Neural Network: 0.0011119842529296875 seconds
RMSE for Neural Network: 256.07726914858716
MAE for Neural Network: 196.0285979777009
Training time for Neural Network: 0.5293900966644287 seconds
Testing time for Neural Network: 0.001940011978149414 seconds
RMSE for Neural Network: 0.37516107240110386
MAE for Neural Network: 0.2868530551250144
Training time for Neural Network: 0.37590503692626953 seconds
Testing time for Neural Network: 0.0008320808410644531 seconds
RMSE for Neural Network: 257.3132371949055
MAE for Neural Network: 197.63256629594656
Training time for Neural Network: 0.6271572113037109 seconds
Testing time for Neural Network: 0.0008637905120849609 seconds
RMSE for Neural Network: 0.31488729289304407
MAE for Neural Network: 0.2586957653273623
Training time for Neural Network: 0.6011300086975098 seconds
Testing time for Neural Network: 0.0009582042694091797 seconds
RMSE for Neural Network: 256.4462610566866
MAE for Neural Network: 196.50557846984142
Training time for Neural Network: 0.6075410842895508 seconds
Testing time for Neural Network: 0.0009119510650634766 seconds
RMSE for Neural Network: 256.733506822748
MAE for Neural Network: 196.8771768146475
Training time for Neural Network: 0.2070920467376709 seconds
Testing time for Neural Network: 0.0004999637603759766 seconds
RMSE for Neural Network: 258.1780198345621
MAE for Neural Network: 198.75718641270703
Training time for Neural Network: 0.5809950828552246 seconds
Testing time for Neural Network: 0.0006690025329589844 seconds
RMSE for Neural Network: 255.96409445401838
MAE for Neural Network: 195.882204549586
Training time for Neural Network: 0.1902167797088623 seconds
Testing time for Neural Network: 0.0007867813110351562 seconds
RMSE for Neural Network: 256.3484645067026
MAE for Neural Network: 196.37920806201785
Training time for Neural Network: 1.2071428298950195 seconds
Testing time for Neural Network: 0.0009410381317138672 seconds
RMSE for Neural Network: 257.6626157927309
MAE for Neural Network: 198.0872353337096
Training time for Neural Network: 0.5329008102416992 seconds
Testing time for Neural Network: 0.0015773773193359375 seconds
RMSE for Neural Network: 258.31749443516514
MAE for Neural Network: 198.93832500617265
Training time for Neural Network: 0.5644700527191162 seconds
Testing time for Neural Network: 0.0009629726409912109 seconds
RMSE for Neural Network: 0.20516195245636268
MAE for Neural Network: 0.1498636115754524
Training time for Neural Network: 0.5403299331665039 seconds
Testing time for Neural Network: 0.001432180404663086 seconds
RMSE for Neural Network: 0.44000232988135707
MAE for Neural Network: 0.3517644727373498
Training time for Neural Network: 0.594567060470581 seconds
Testing time for Neural Network: 0.002238750457763672 seconds
RMSE for Neural Network: 0.30391335103255457
MAE for Neural Network: 0.24589273112689658
Training time for Neural Network: 0.5611929893493652 seconds
Testing time for Neural Network: 0.0013089179992675781 seconds
RMSE for Neural Network: 256.1638191255771
MAE for Neural Network: 196.14052102138595
Training time for Neural Network: 0.5502102375030518 seconds
Testing time for Neural Network: 0.0006730556488037109 seconds
RMSE for Neural Network: 0.28102418299668885
MAE for Neural Network: 0.2201266477940797
Training time for Neural Network: 0.5092418193817139 seconds
Testing time for Neural Network: 0.001438140869140625 seconds
RMSE for Neural Network: 255.93141371104042
MAE for Neural Network: 195.83992292201154
Training time for Neural Network: 0.5990028381347656 seconds
Testing time for Neural Network: 0.001463174819946289 seconds
RMSE for Neural Network: 0.2432934751348394
MAE for Neural Network: 0.18624147205771047
Training time for Neural Network: 0.6376199722290039 seconds
Testing time for Neural Network: 0.0009260177612304688 seconds
RMSE for Neural Network: 257.40002817946964
MAE for Neural Network: 197.74555300130461
Training time for Neural Network: 0.6470332145690918 seconds
Testing time for Neural Network: 0.001361846923828125 seconds
RMSE for Neural Network: 257.5062150348552
MAE for Neural Network: 197.88375377119027
Training time for Neural Network: 0.6084878444671631 seconds
Testing time for Neural Network: 0.0013821125030517578 seconds
RMSE for Neural Network: 0.19205574011628948
MAE for Neural Network: 0.1466350279516084
Training time for Neural Network: 0.605003833770752 seconds
Testing time for Neural Network: 0.0014300346374511719 seconds
RMSE for Neural Network: 256.9976262296917
MAE for Neural Network: 197.2214722404646
Training time for Neural Network: 0.6381509304046631 seconds
Testing time for Neural Network: 0.0006930828094482422 seconds
RMSE for Neural Network: 256.18051742917567
MAE for Neural Network: 196.16211154167132
Training time for Neural Network: 0.6466131210327148 seconds
Testing time for Neural Network: 0.002380847930908203 seconds
RMSE for Neural Network: 0.21632154391077388
MAE for Neural Network: 0.16561248701137565
Training time for Neural Network: 0.60929274559021 seconds
Testing time for Neural Network: 0.0011851787567138672 seconds
RMSE for Neural Network: 257.5015095754766
MAE for Neural Network: 197.87763051605717
Training time for Neural Network: 0.5342438220977783 seconds
Testing time for Neural Network: 0.0006251335144042969 seconds
RMSE for Neural Network: 256.83175133161444
MAE for Neural Network: 197.00527332298552
Training time for Neural Network: 0.5852971076965332 seconds
Testing time for Neural Network: 0.0020990371704101562 seconds
RMSE for Neural Network: 0.18070793336296231
MAE for Neural Network: 0.14469241605616054
Training time for Neural Network: 0.6025879383087158 seconds
Testing time for Neural Network: 0.0009000301361083984 seconds
RMSE for Neural Network: 0.18881356442679273
MAE for Neural Network: 0.1550021068334353
Training time for Neural Network: 1.1444880962371826 seconds
Testing time for Neural Network: 0.0018677711486816406 seconds
RMSE for Neural Network: 8.462160446519901
MAE for Neural Network: 6.915505026000205
Training time for Neural Network: 0.578035831451416 seconds
Testing time for Neural Network: 0.0008258819580078125 seconds
RMSE for Neural Network: 0.09380978075454839
MAE for Neural Network: 0.07705793745174118
Training time for Neural Network: 0.6195881366729736 seconds
Testing time for Neural Network: 0.001878976821899414 seconds
RMSE for Neural Network: 0.35788345980202724
MAE for Neural Network: 0.2811686373946998
Training time for Neural Network: 0.5628781318664551 seconds
Testing time for Neural Network: 0.0015609264373779297 seconds
RMSE for Neural Network: 256.2309086048087
MAE for Neural Network: 196.22726014732842
Training time for Neural Network: 0.5369861125946045 seconds
Testing time for Neural Network: 0.0013709068298339844 seconds
RMSE for Neural Network: 0.4334570612388764
MAE for Neural Network: 0.34958310448089835
Training time for Neural Network: 0.6172361373901367 seconds
Testing time for Neural Network: 0.0006949901580810547 seconds
RMSE for Neural Network: 257.6517841281685
MAE for Neural Network: 198.07314580585717
Training time for Neural Network: 1.299386739730835 seconds
Testing time for Neural Network: 0.0008833408355712891 seconds
RMSE for Neural Network: 256.68574689393284
MAE for Neural Network: 196.81489350887824
Training time for Neural Network: 0.6528289318084717 seconds
Testing time for Neural Network: 0.0030939579010009766 seconds
RMSE for Neural Network: 0.42906058189914925
MAE for Neural Network: 0.3369317922395964
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Testing time for Neural Network: 0.0008440017700195312 seconds
RMSE for Neural Network: 256.0465520348154
MAE for Neural Network: 195.98886938285995
Training time for Neural Network: 0.6419000625610352 seconds
Testing time for Neural Network: 0.002043008804321289 seconds
RMSE for Neural Network: 0.3733452512868597
MAE for Neural Network: 0.2990730142029971
Training time for Neural Network: 0.6604311466217041 seconds
Testing time for Neural Network: 0.0006768703460693359 seconds
RMSE for Neural Network: 256.6062115859514
MAE for Neural Network: 196.71218979636745
Training time for Neural Network: 0.6097400188446045 seconds
Testing time for Neural Network: 0.0006461143493652344 seconds
RMSE for Neural Network: 0.12061178723325144
MAE for Neural Network: 0.096925160219477
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Testing time for Neural Network: 0.0007200241088867188 seconds
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MAE for Neural Network: 0.33688443413083424
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Testing time for Neural Network: 0.0018868446350097656 seconds
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MAE for Neural Network: 0.20759995792749053
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Testing time for Neural Network: 0.010964155197143555 seconds
RMSE for Neural Network: 0.13414893171892642
MAE for Neural Network: 0.10529514334281316
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Testing time for Neural Network: 0.0008828639984130859 seconds
RMSE for Neural Network: 0.15658668070109563
MAE for Neural Network: 0.12026091850705725
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Testing time for Neural Network: 0.0008978843688964844 seconds
RMSE for Neural Network: 257.3033410706166
MAE for Neural Network: 197.61968158840372
Training time for Neural Network: 0.697786808013916 seconds
Testing time for Neural Network: 0.0009510517120361328 seconds
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MAE for Neural Network: 196.02041927108567
Training time for Neural Network: 0.8605818748474121 seconds
Testing time for Neural Network: 0.003773927688598633 seconds
RMSE for Neural Network: 0.37696423352294356
MAE for Neural Network: 0.2710777402582705
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Testing time for Neural Network: 0.0007982254028320312 seconds
RMSE for Neural Network: 256.0994745486338
MAE for Neural Network: 196.05766997188118
Training time for Neural Network: 0.7378189563751221 seconds
Testing time for Neural Network: 0.0007860660552978516 seconds
RMSE for Neural Network: 257.98031457875834
MAE for Neural Network: 198.5003071412111
Training time for Neural Network: 0.709144115447998 seconds
Testing time for Neural Network: 0.0011398792266845703 seconds
RMSE for Neural Network: 257.87939966033656
MAE for Neural Network: 198.3691356894403
Training time for Neural Network: 0.6259021759033203 seconds
Testing time for Neural Network: 0.0012507438659667969 seconds
RMSE for Neural Network: 256.6437825641516
MAE for Neural Network: 196.76070787322627
Training time for Neural Network: 0.64913010597229 seconds
Testing time for Neural Network: 0.001007080078125 seconds
RMSE for Neural Network: 0.21092311021377136
MAE for Neural Network: 0.15466066102084206
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Testing time for Neural Network: 0.0013759136199951172 seconds
RMSE for Neural Network: 258.1786742499759
MAE for Neural Network: 198.75803647267995
Training time for Neural Network: 0.18785309791564941 seconds
Testing time for Neural Network: 0.0005178451538085938 seconds
RMSE for Neural Network: 256.6138779442612
MAE for Neural Network: 196.72209031489638
Training time for Neural Network: 0.6683149337768555 seconds
Testing time for Neural Network: 0.003220081329345703 seconds
RMSE for Neural Network: 256.39921236716333
MAE for Neural Network: 196.4447874901737
Training time for Neural Network: 0.773935079574585 seconds
Testing time for Neural Network: 0.0008747577667236328 seconds
RMSE for Neural Network: 256.1213412204787
MAE for Neural Network: 196.08559359426
Training time for Neural Network: 0.9839348793029785 seconds
Testing time for Neural Network: 0.0009100437164306641 seconds
RMSE for Neural Network: 0.2576708146637962
MAE for Neural Network: 0.20097212353745664
Training time for Neural Network: 0.6217999458312988 seconds
Testing time for Neural Network: 0.0009179115295410156 seconds
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MAE for Neural Network: 198.5726808119902
Training time for Neural Network: 0.668687105178833 seconds
Testing time for Neural Network: 0.0006988048553466797 seconds
RMSE for Neural Network: 0.21112329135535265
MAE for Neural Network: 0.16711018986988863
Training time for Neural Network: 0.6346900463104248 seconds
Testing time for Neural Network: 0.0008261203765869141 seconds
RMSE for Neural Network: 0.31545093019194703
MAE for Neural Network: 0.24839939906319577
Training time for Neural Network: 0.5983541011810303 seconds
Testing time for Neural Network: 0.0010008811950683594 seconds
RMSE for Neural Network: 257.0101685759136
MAE for Neural Network: 197.2378157869822
Training time for Neural Network: 0.6825621128082275 seconds
Testing time for Neural Network: 0.001394033432006836 seconds
RMSE for Neural Network: 258.32184736530604
MAE for Neural Network: 198.94397716750427
Training time for Neural Network: 0.5408618450164795 seconds
Testing time for Neural Network: 0.0006699562072753906 seconds
RMSE for Neural Network: 258.1363236415311
MAE for Neural Network: 198.70302163823598
Training time for Neural Network: 0.4858670234680176 seconds
Testing time for Neural Network: 0.0013332366943359375 seconds
RMSE for Neural Network: 0.20895886217474938
MAE for Neural Network: 0.16334611053851042
Training time for Neural Network: 0.5223078727722168 seconds
Testing time for Neural Network: 0.0008969306945800781 seconds
RMSE for Neural Network: 257.9486461837441
MAE for Neural Network: 198.45914766779177
Training time for Neural Network: 0.6185879707336426 seconds
Testing time for Neural Network: 0.0008120536804199219 seconds
RMSE for Neural Network: 257.5286728601173
MAE for Neural Network: 197.91297726549746
Training time for Neural Network: 0.6965219974517822 seconds
Testing time for Neural Network: 0.0008628368377685547 seconds
RMSE for Neural Network: 0.24850768715838753
MAE for Neural Network: 0.19531374155072065
Training time for Neural Network: 0.6628890037536621 seconds
Testing time for Neural Network: 0.0008580684661865234 seconds
RMSE for Neural Network: 0.2922062960396906
MAE for Neural Network: 0.23093487999279042
Training time for Neural Network: 0.5050511360168457 seconds
Testing time for Neural Network: 0.0008678436279296875 seconds
RMSE for Neural Network: 0.34495583719182654
MAE for Neural Network: 0.2792403677086384
Training time for Neural Network: 0.589134931564331 seconds
Testing time for Neural Network: 0.0010788440704345703 seconds
RMSE for Neural Network: 257.3916981648959
MAE for Neural Network: 197.73470992521487
Training time for Neural Network: 0.6527390480041504 seconds
Testing time for Neural Network: 0.000904083251953125 seconds
RMSE for Neural Network: 256.5468514081368
MAE for Neural Network: 196.63552361509574
Training time for Neural Network: 0.11019706726074219 seconds
Testing time for Neural Network: 0.0012280941009521484 seconds
RMSE for Neural Network: 257.4368017985179
MAE for Neural Network: 197.79349349263765
Training time for Neural Network: 0.14171886444091797 seconds
Testing time for Neural Network: 0.0005481243133544922 seconds
RMSE for Neural Network: 258.11855950949405
MAE for Neural Network: 198.67994359838187
Training time for Neural Network: 0.07715368270874023 seconds
Testing time for Neural Network: 0.0004961490631103516 seconds
RMSE for Neural Network: 258.3203420348896
MAE for Neural Network: 198.94202254431406
Training time for Neural Network: 0.07520484924316406 seconds
Testing time for Neural Network: 0.0004680156707763672 seconds
RMSE for Neural Network: 257.54994711511716
MAE for Neural Network: 197.9407260356102
Training time for Neural Network: 0.8217217922210693 seconds
Testing time for Neural Network: 0.0007469654083251953 seconds
RMSE for Neural Network: 0.2983285218901639
MAE for Neural Network: 0.24075895077939102
Training time for Neural Network: 0.5301132202148438 seconds
Testing time for Neural Network: 0.0007448196411132812 seconds
RMSE for Neural Network: 0.6992598886397599
MAE for Neural Network: 0.5493451313429029
Training time for Neural Network: 0.5386438369750977 seconds
Testing time for Neural Network: 0.0007359981536865234 seconds
RMSE for Neural Network: 258.34786250509137
MAE for Neural Network: 198.97775575664127
Training time for Neural Network: 0.5355298519134521 seconds
Testing time for Neural Network: 0.0013880729675292969 seconds
RMSE for Neural Network: 0.37897358852590607
MAE for Neural Network: 0.29751334786719097
Training time for Neural Network: 0.6106879711151123 seconds
Testing time for Neural Network: 0.0007748603820800781 seconds
RMSE for Neural Network: 0.18385759623270354
MAE for Neural Network: 0.14299849708311327
Training time for Neural Network: 0.6336226463317871 seconds
Testing time for Neural Network: 0.0008842945098876953 seconds
RMSE for Neural Network: 258.30655819099263
MAE for Neural Network: 198.92412430239992
Training time for Neural Network: 0.6099519729614258 seconds
Testing time for Neural Network: 0.0008320808410644531 seconds
RMSE for Neural Network: 258.15596369629907
MAE for Neural Network: 198.72853548739516
Training time for Neural Network: 0.594512939453125 seconds
Testing time for Neural Network: 0.0013501644134521484 seconds
RMSE for Neural Network: 258.3389650326176
MAE for Neural Network: 198.96620335907298
Training time for Neural Network: 0.6478152275085449 seconds
Testing time for Neural Network: 0.0008718967437744141 seconds
RMSE for Neural Network: 0.18276058673868165
MAE for Neural Network: 0.14252328658803606
Training time for Neural Network: 1.3118059635162354 seconds
Testing time for Neural Network: 0.0009260177612304688 seconds
RMSE for Neural Network: 257.7031331664395
MAE for Neural Network: 198.13993557281592
Training time for Neural Network: 0.7186028957366943 seconds
Testing time for Neural Network: 0.005473136901855469 seconds
RMSE for Neural Network: 257.43887812541385
MAE for Neural Network: 197.7961202740632
Training time for Neural Network: 0.7889761924743652 seconds
Testing time for Neural Network: 0.0017099380493164062 seconds
RMSE for Neural Network: 257.9934173637707
MAE for Neural Network: 198.51733583754537
Training time for Neural Network: 0.6666967868804932 seconds
Testing time for Neural Network: 0.0006940364837646484 seconds
RMSE for Neural Network: 258.2951526259733
MAE for Neural Network: 198.90931374642778
Training time for Neural Network: 0.711007833480835 seconds
Testing time for Neural Network: 0.0008749961853027344 seconds
RMSE for Neural Network: 0.3814158149319579
MAE for Neural Network: 0.2981763942014274
Training time for Neural Network: 0.7997710704803467 seconds
Testing time for Neural Network: 0.0006489753723144531 seconds
RMSE for Neural Network: 258.3592554567328
MAE for Neural Network: 198.9925478633744
Training time for Neural Network: 0.7773199081420898 seconds
Testing time for Neural Network: 0.001374959945678711 seconds
RMSE for Neural Network: 256.9763878248705
MAE for Neural Network: 197.19379585706608
Training time for Neural Network: 0.7312948703765869 seconds
Testing time for Neural Network: 0.0025589466094970703 seconds
RMSE for Neural Network: 257.3354603483841
MAE for Neural Network: 197.66149948261238
Training time for Neural Network: 0.7780311107635498 seconds
Testing time for Neural Network: 0.00140380859375 seconds
RMSE for Neural Network: 0.17703358878870243
MAE for Neural Network: 0.13452558591726654
Training time for Neural Network: 0.7056169509887695 seconds
Testing time for Neural Network: 0.002630949020385742 seconds
RMSE for Neural Network: 258.4505420310852
MAE for Neural Network: 199.11105419127722
Training time for Neural Network: 0.7060658931732178 seconds
Testing time for Neural Network: 0.0010387897491455078 seconds
RMSE for Neural Network: 0.4083093508781953
MAE for Neural Network: 0.3287046537905345
Training time for Neural Network: 0.6764700412750244 seconds
Testing time for Neural Network: 0.0023081302642822266 seconds
RMSE for Neural Network: 258.2586420406352
MAE for Neural Network: 198.86190035718994
Training time for Neural Network: 0.6207690238952637 seconds
Testing time for Neural Network: 0.0021119117736816406 seconds
RMSE for Neural Network: 257.84279417067944
MAE for Neural Network: 198.32154630988373
Training time for Neural Network: 0.6618161201477051 seconds
Testing time for Neural Network: 0.0009388923645019531 seconds
RMSE for Neural Network: 255.8729436117233
MAE for Neural Network: 195.76671994885683
Training time for Neural Network: 0.6139659881591797 seconds
Testing time for Neural Network: 0.0022420883178710938 seconds
RMSE for Neural Network: 256.1054118442888
MAE for Neural Network: 196.06499394145678
Training time for Neural Network: 0.6557259559631348 seconds
Testing time for Neural Network: 0.0013818740844726562 seconds
RMSE for Neural Network: 257.6076812737045
MAE for Neural Network: 198.01577380656957
Training time for Neural Network: 0.566399097442627 seconds
Testing time for Neural Network: 0.0008721351623535156 seconds
RMSE for Neural Network: 256.6405882279018
MAE for Neural Network: 196.75658299338713
Training time for Neural Network: 0.6234080791473389 seconds
Testing time for Neural Network: 0.0011858940124511719 seconds
RMSE for Neural Network: 0.2101221184014647
MAE for Neural Network: 0.1581352718195311
Training time for Neural Network: 0.6808960437774658 seconds
Testing time for Neural Network: 0.0008037090301513672 seconds
RMSE for Neural Network: 258.19628767744194
MAE for Neural Network: 198.78091506835452
Training time for Neural Network: 0.6307499408721924 seconds
Testing time for Neural Network: 0.0018837451934814453 seconds
RMSE for Neural Network: 257.45187633963525
MAE for Neural Network: 197.81303762846073
Training time for Neural Network: 0.6622006893157959 seconds
Testing time for Neural Network: 0.0013742446899414062 seconds
RMSE for Neural Network: 0.2638240512595045
MAE for Neural Network: 0.20255240711263134
Training time for Neural Network: 0.6677579879760742 seconds
Testing time for Neural Network: 0.0007109642028808594 seconds
RMSE for Neural Network: 256.7822378248409
MAE for Neural Network: 196.94071922112286
Training time for Neural Network: 1.2803540229797363 seconds
Testing time for Neural Network: 0.0009729862213134766 seconds
RMSE for Neural Network: 256.4416108528849
MAE for Neural Network: 196.49957035333563
Training time for Neural Network: 0.640859842300415 seconds
Testing time for Neural Network: 0.0006961822509765625 seconds
RMSE for Neural Network: 0.19386432148236
MAE for Neural Network: 0.1575074950786176
Training time for Neural Network: 0.6622116565704346 seconds
Testing time for Neural Network: 0.0009429454803466797 seconds
RMSE for Neural Network: 0.17671958383179248
MAE for Neural Network: 0.13543407186466752
Training time for Neural Network: 0.6564188003540039 seconds
Testing time for Neural Network: 0.0015189647674560547 seconds
RMSE for Neural Network: 0.4491755105351823
MAE for Neural Network: 0.3577579974564673
Training time for Neural Network: 0.6294410228729248 seconds
Testing time for Neural Network: 0.0009198188781738281 seconds
RMSE for Neural Network: 0.45167046448563436
MAE for Neural Network: 0.35868259110570533
Training time for Neural Network: 0.6241517066955566 seconds
Testing time for Neural Network: 0.0009112358093261719 seconds
RMSE for Neural Network: 0.28684663713296843
MAE for Neural Network: 0.2351955924538894
Training time for Neural Network: 0.6345798969268799 seconds
Testing time for Neural Network: 0.0009121894836425781 seconds
RMSE for Neural Network: 0.21986103511080685
MAE for Neural Network: 0.17076477965015324
Training time for Neural Network: 0.6316397190093994 seconds
Testing time for Neural Network: 0.0009310245513916016 seconds
RMSE for Neural Network: 256.78454046845684
MAE for Neural Network: 196.94372152621816
Training time for Neural Network: 0.6338281631469727 seconds
Testing time for Neural Network: 0.00096893310546875 seconds
RMSE for Neural Network: 258.14297315043245
MAE for Neural Network: 198.71165997984335
Training time for Neural Network: 0.6411139965057373 seconds
Testing time for Neural Network: 0.0010478496551513672 seconds
RMSE for Neural Network: 0.23511294700138935
MAE for Neural Network: 0.19362796244713046
Training time for Neural Network: 0.6461477279663086 seconds
Testing time for Neural Network: 0.0009021759033203125 seconds
RMSE for Neural Network: 0.37549977650875543
MAE for Neural Network: 0.3033581148383056
Training time for Neural Network: 0.8215932846069336 seconds
Testing time for Neural Network: 0.005635976791381836 seconds
RMSE for Neural Network: 256.6140132389393
MAE for Neural Network: 196.7222650358168
Training time for Neural Network: 1.0575637817382812 seconds
Testing time for Neural Network: 0.0009300708770751953 seconds
RMSE for Neural Network: 257.03560455627877
MAE for Neural Network: 197.2709589235368
Training time for Neural Network: 0.6180222034454346 seconds
Testing time for Neural Network: 0.002847909927368164 seconds
RMSE for Neural Network: 0.26789268965101365
MAE for Neural Network: 0.21250037458668647
Training time for Neural Network: 0.6086809635162354 seconds
Testing time for Neural Network: 0.0007090568542480469 seconds
RMSE for Neural Network: 0.24645284562681738
MAE for Neural Network: 0.18244365347698774
Training time for Neural Network: 0.621337890625 seconds
Testing time for Neural Network: 0.0009322166442871094 seconds
RMSE for Neural Network: 257.5368365265296
MAE for Neural Network: 197.92359988918062
Training time for Neural Network: 0.6209456920623779 seconds
Testing time for Neural Network: 0.002643108367919922 seconds
RMSE for Neural Network: 256.7009908841347
MAE for Neural Network: 196.83477321321192
Training time for Neural Network: 0.6173760890960693 seconds
Testing time for Neural Network: 0.003034830093383789 seconds
RMSE for Neural Network: 0.18714658663128977
MAE for Neural Network: 0.13885406806732073
Training time for Neural Network: 0.6429507732391357 seconds
Testing time for Neural Network: 0.0008618831634521484 seconds
RMSE for Neural Network: 255.96030733302453
MAE for Neural Network: 195.87730505135784
Training time for Neural Network: 0.6104822158813477 seconds
Testing time for Neural Network: 0.0009160041809082031 seconds
RMSE for Neural Network: 258.0239220164777
MAE for Neural Network: 198.55697811400475
Training time for Neural Network: 1.031548023223877 seconds
Testing time for Neural Network: 0.0006937980651855469 seconds
RMSE for Neural Network: 256.80905631458916
MAE for Neural Network: 196.9756853781446
Training time for Neural Network: 0.8042778968811035 seconds
Testing time for Neural Network: 0.0007007122039794922 seconds
RMSE for Neural Network: 0.2485519805268623
MAE for Neural Network: 0.19518843304417274
Training time for Neural Network: 1.462216854095459 seconds
Testing time for Neural Network: 0.0008590221405029297 seconds
RMSE for Neural Network: 256.42589588370305
MAE for Neural Network: 196.47926586640745
Training time for Neural Network: 0.807427167892456 seconds
Testing time for Neural Network: 0.0009438991546630859 seconds
RMSE for Neural Network: 0.3429454490744814
MAE for Neural Network: 0.2832596637101385
Training time for Neural Network: 0.7966229915618896 seconds
Testing time for Neural Network: 0.0008769035339355469 seconds
RMSE for Neural Network: 0.2522396087360282
MAE for Neural Network: 0.19623850535332055
Training time for Neural Network: 0.7655777931213379 seconds
Testing time for Neural Network: 0.0008738040924072266 seconds
RMSE for Neural Network: 0.1556689788936929
MAE for Neural Network: 0.12189831709971621
Training time for Neural Network: 0.7078652381896973 seconds
Testing time for Neural Network: 0.0013980865478515625 seconds
RMSE for Neural Network: 0.2419326428175234
MAE for Neural Network: 0.19509589242404593
Training time for Neural Network: 0.8118751049041748 seconds
Testing time for Neural Network: 0.0025987625122070312 seconds
RMSE for Neural Network: 0.24300376611767202
MAE for Neural Network: 0.196057867924399
Training time for Neural Network: 0.7754621505737305 seconds
Testing time for Neural Network: 0.0015561580657958984 seconds
RMSE for Neural Network: 0.2208724348017218
MAE for Neural Network: 0.1803259620514229
Training time for Neural Network: 0.7778699398040771 seconds
Testing time for Neural Network: 0.0015730857849121094 seconds
RMSE for Neural Network: 257.64182411028384
MAE for Neural Network: 198.06018972997686
Training time for Neural Network: 0.7513618469238281 seconds
Testing time for Neural Network: 0.0021140575408935547 seconds
RMSE for Neural Network: 256.53839672725996
MAE for Neural Network: 196.62460302380092
Training time for Neural Network: 0.7144720554351807 seconds
Testing time for Neural Network: 0.0006499290466308594 seconds
RMSE for Neural Network: 0.19561283620702435
MAE for Neural Network: 0.1364206932603796
Training time for Neural Network: 0.7351880073547363 seconds
Testing time for Neural Network: 0.0036580562591552734 seconds
RMSE for Neural Network: 0.2512431206049315
MAE for Neural Network: 0.20098654906272312
Training time for Neural Network: 0.8100600242614746 seconds
Testing time for Neural Network: 0.0018169879913330078 seconds
RMSE for Neural Network: 257.43933693733624
MAE for Neural Network: 197.7967174341762
Training time for Neural Network: 0.7968556880950928 seconds
Testing time for Neural Network: 0.0008561611175537109 seconds
RMSE for Neural Network: 257.2249118630656
MAE for Neural Network: 197.51755493616722
Training time for Neural Network: 0.8226039409637451 seconds
Testing time for Neural Network: 0.004475116729736328 seconds
RMSE for Neural Network: 0.2812112831707715
MAE for Neural Network: 0.22217427235508558
Training time for Neural Network: 0.768779993057251 seconds
Testing time for Neural Network: 0.0015959739685058594 seconds
RMSE for Neural Network: 256.3485923034559
MAE for Neural Network: 196.37937322012243
Training time for Neural Network: 0.77970290184021 seconds
Testing time for Neural Network: 0.0009779930114746094 seconds
RMSE for Neural Network: 0.2661083435530495
MAE for Neural Network: 0.19752966685312945
Training time for Neural Network: 0.7061917781829834 seconds
Testing time for Neural Network: 0.0014200210571289062 seconds
RMSE for Neural Network: 257.444589205745
MAE for Neural Network: 197.80355339658283
Training time for Neural Network: 0.7139990329742432 seconds
Testing time for Neural Network: 0.0017528533935546875 seconds
RMSE for Neural Network: 256.8496901589754
MAE for Neural Network: 197.02865923454306
Training time for Neural Network: 0.6759490966796875 seconds
Testing time for Neural Network: 0.0014297962188720703 seconds
RMSE for Neural Network: 256.155629969582
MAE for Neural Network: 196.12993226909165
Training time for Neural Network: 0.6192090511322021 seconds
Testing time for Neural Network: 0.0012578964233398438 seconds
RMSE for Neural Network: 0.17447564828945286
MAE for Neural Network: 0.1369394178675424
Training time for Neural Network: 0.6266779899597168 seconds
Testing time for Neural Network: 0.0016150474548339844 seconds
RMSE for Neural Network: 0.20491549554705948
MAE for Neural Network: 0.16388355876301858
Training time for Neural Network: 1.21002197265625 seconds
Testing time for Neural Network: 0.0017709732055664062 seconds
RMSE for Neural Network: 256.3985835536282
MAE for Neural Network: 196.44397495551482
Training time for Neural Network: 0.5932090282440186 seconds
Testing time for Neural Network: 0.002950906753540039 seconds
RMSE for Neural Network: 258.14518676801356
MAE for Neural Network: 198.71453564470968

Optimal alpha for Lasso: 0.02642003274089614
RMSE for Lasso on test set: 0.00015913380468118206
MAE for Lasso on test set: 0.00013214903282850022
Training time for Lasso: 0.003785848617553711 seconds
Testing time for Lasso: 0.0006010532379150391 seconds

Optimal alpha for Ridge: 1.000766901171346e-05
RMSE for Ridge on test set: 2.432341021886914e-10
MAE for Ridge on test set: 1.8596887252364524e-10
Training time for Ridge: 0.0021469593048095703 seconds
Testing time for Ridge: 0.00040078163146972656 seconds

Optimal hidden layer sizes for Neural Network: (79, 92)
Optimal learning rate for Neural Network: 0.006782800664302965
RMSE for Neural Network on test set: 0.2487138116310518
MAE for Neural Network on test set: 0.2008448817545549
Training time for Neural Network: 0.5824489593505859 seconds
Testing time for Neural Network: 0.000823974609375 seconds


# # Now, take input from the user for new data
# new_location = int(input("Enter location (0 for Park Lane, 1 for Water tower, 2 for Brookfield): "))
# new_city = int(input("Enter City (0 for Dallas, 1 for Chicago, 2 for Newyork): "))
# new_member = int(input("Enter member (0 for No, 1 for Yes): "))
# new_gender = int(input("Enter Gender (0 for Female, 1 for Male): "))
# new_category = int(input("Enter Product line (0 to N, based on your categories): "))
# new_price = float(input("Enter Price: "))
# new_quantity = int(input("Enter Quantity: "))
# new_cogs = int(input("Enter Cogs: "))
# new_payment = int(input("Enter Payment (0 for Card, 1 for Cash, 2 for Gpay): "))
# new_rating = float(input("Enter Rating ( 0 to 5): "))

# # For sentiment analysis
# new_review = input("Enter Review: ")
# new_sentiment = TextBlob(new_review).sentiment.polarity

# # Create a new DataFrame with user input
# new_data = pd.DataFrame({
#     'Location': [new_location],
#     'City': [new_city],
#     'Member': [new_member],
#     'Gender': [new_gender],
#     'Category': [new_category],
#     'Price': [new_price],
#     'Quantity': [new_quantity],
#     'Cogs': [new_cogs],
#     'Payment': [new_payment],
#     'Rating': [new_rating],
#     'Sentiment': [new_sentiment]
# })

# # Reorder columns in X_new to match the order of columns in X
# X_new_ridge = new_data[X.columns]

# # Now, make predictions on the new data using the Neural Network model
# sales_prediction_ridge = final_ridge_model.predict(X_new_ridge)

# # Display the predicted sales
# print("Predicted Sales (Ridge Regression):", sales_prediction_ridge)

	Gender	Location	City	Member	Category	Price	Quantity	Total	Cogs	Payment	Rating	Sentiment
Gender	1.000000	0.009779	-0.073390	0.012004	0.021431	0.009213	-0.034974	-0.028394	-0.028394	-0.019688	-0.039274	-0.048662
Location	0.009779	1.000000	0.507401	-0.004899	-0.002352	-0.001135	0.018978	0.000344	0.000344	0.026726	-0.069040	-0.068357
City	-0.073390	0.507401	1.000000	-0.019608	-0.053393	0.038349	0.031572	0.032764	0.032764	0.020553	-0.096588	-0.101965
Member	0.012004	-0.004899	-0.019608	1.000000	0.006308	0.026015	0.012277	0.041575	0.041575	-0.069286	-0.029387	-0.023933
Category	0.021431	-0.002352	-0.053393	0.006308	1.000000	-0.020132	-0.036492	-0.039532	-0.039532	0.007550	-0.013695	-0.017755
Price	0.009213	-0.001135	0.038349	0.026015	-0.020132	1.000000	0.005539	0.696208	0.696208	-0.026975	0.032176	0.035298
Quantity	-0.034974	0.018978	0.031572	0.012277	-0.036492	0.005539	1.000000	0.626451	0.626451	0.037800	0.058302	0.058613
Total	-0.028394	0.000344	0.032764	0.041575	-0.039532	0.696208	0.626451	1.000000	1.000000	-0.003343	0.070696	0.067565
Cogs	-0.028394	0.000344	0.032764	0.041575	-0.039532	0.696208	0.626451	1.000000	1.000000	-0.003343	0.070696	0.067565
Payment	-0.019688	0.026726	0.020553	-0.069286	0.007550	-0.026975	0.037800	-0.003343	-0.003343	1.000000	-0.012163	-0.010426
Rating	-0.039274	-0.069040	-0.096588	-0.029387	-0.013695	0.032176	0.058302	0.070696	0.070696	-0.012163	1.000000	0.940731
Sentiment	-0.048662	-0.068357	-0.101965	-0.023933	-0.017755	0.035298	0.058613	0.067565	0.067565	-0.010426	0.940731	1.000000

Sales Prediction by Using Dataset 2¶

Converting Reviews to Sentimental Analysis¶

Model Building Lasso and Ridge Regression¶

Neural Network¶

Important Feature¶

Hyperparameter Tuning with Optuna¶

Particle swarm optimisation¶

Differential Evolution Optimisation¶

	Invoice_ID	Date	Time	Gender	Location	City	Member	Category	Price	Quantity	Total	Cogs	Payment	Rating
0	460489604	1/25/2018	16:46	Male	Brookfield	NewYork	Yes	Groceries	30	1	30	30	Cash	2
1	471006167	3/19/2018	16:48	Female	'Water tower'	Chicago	Yes	Fashion	35	5	175	175	Card	3
2	411909258	2/25/2018	13:33	Male	'Water tower'	Chicago	No	Clothing	57	2	114	114	Cash	5
3	487313402	1/22/2018	13:38	Female	'Park lane'	Dallas	Yes	Sporting	89	4	356	356	Gpay	1
4	197763430	2/18/2018	15:31	Female	'Park lane'	Dallas	No	Books	82	5	410	410	Cash	4

	Gender	Location	City	Member	Category	Price	Quantity	Total	Cogs	Payment	Rating	Sentiment
0	1	2	2	1	4	30	1	30	30	1	2	-0.40
1	0	1	0	1	2	35	5	175	175	0	3	-0.15
2	1	1	0	0	1	57	2	114	114	1	5	1.00
3	0	0	1	1	5	89	4	356	356	2	1	-0.40
4	0	0	1	0	0	82	5	410	410	1	4	0.70

Sales Prediction by Using Dataset 2¶

Converting Reviews to Sentimental Analysis¶

Model Building Lasso and Ridge Regression¶

Neural Network¶

Important Feature¶

Hyperparameter Tuning with Optuna¶

Particle swarm optimisation¶

Differential Evolution Optimisation¶

Modal Prediction¶